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Foundations of Trustworthy AI - Integrating Reasoning, Learning and Optimization

CORDIS provides links to public deliverables and publications of HORIZON projects.

Links to deliverables and publications from FP7 projects, as well as links to some specific result types such as dataset and software, are dynamically retrieved from OpenAIRE .

Deliverables

Progress Report on Integration of TAILOR Assets with AI4EU v.1

Progress Report on Integration of TAILOR Assets with AI4EU, version 1

Progress Report on the Integration of OpenML with AI4EU v.1

Progress Report on the Integration of OpenML with AI4EU, version 1

Foundational benchmarks and challenges v.1

Foundational benchmarks run and analyzed

Foundational benchmarks and challenges v.2

Foundational benchmarks run and analyzed

Foundations, techniques, algorithms and tools for allowing autonomous AI agents to decide and learn how to act v.1

Version 1 of report of the novel insights, techniques, algorithms and tools developed within the scientific challenges tasks T5.1, T5.2, T5.3, T5.4.

SRIR v.2

SRIR (report) V2, with analysis of impact of V1 and plans for perpetuation.

Foundations, techniques, algorithms and tools for integrating learning, reasoning and optimisation v.1

Report on the scientific challenges tasks T4.1 & T4.2.

Connectivity Fund call 4

Reports on Connectivity fund will be filed once per year from now on.

Connectivity Fund call 5

Reports on Connectivity fund are filed once per year.

Connectivity Fund operational

Connectivity Fund operational first call issued review committee formed

Connectivity Fund call 1

Calls every 4 months with short report

Research Challenges and Technological Gaps of Trustworthy AI v.1
Joint SRA v 1

A Joint Strategic Research Agenda (SRA) of the 4 + 2 NoEs and VISION

AutoAI Benchmarks v.1

Version 1 of AutoAI Benchmarks Curated regular evaluations of AutoAI techniques and their contribution to trustworthiness to measure and monitor progress in the field

Integrated learning, reasoning and optimisation in practice v.1

Version 1 of report on T4.3 & T4.4.

Project quality plan

The project quality plan the project handbook constitutes a set of project templates explanations on the project management process the review process quality checks meeting organisation which is communicated to all partners

Connectivity Fund call 3

Calls every 4 months with short report.

Automated AI v.1

Version 1 of report on novel insights, techniques, algorithms and tools developed within tasks T7.1, T7.2, T7.3, T7.4 and T7.5, and how they contribute towards trustworthy AI.

Report on Theme Development Workshops

For each workshop, a report will be made available online after the event. A synthesis with a summary of perspectives and challenges will be this final report.

Connectivity Fund call 2

Calls every 4 months with short report

Foundations, techniques, algorithms and tools to for social AI v.1

Version 1 of report on advances developed within T6.1, T6.2, T6.3 and T6.4. V2 will be part of the final Handbook integrating the work carried out in establishing the new directions of research for Social-AI.

Handbook on Trustworthy AI v.1

Handbook on Trustworthy AI

Dissemination Plan, v.1

An initial Dissemination Plan to drive the early dissemination and to possibly adjust the project requirement towards more adequately publishable results will be realized at M6 and then a final version at M28

Codalab TAILOR templates

Codalab TAILOR templates tested and provided

Third TAILOR Conference

Organize the third TAILOR conference

First TAILOR Conference

Organize the first TAILOR conference

Communication material (flyer, poster, video, etc.) v.2

Material arising from the project will be regularly distributed using traditional poster flyers etc created by partners. We will create an archive of these materials and pdfs for wider reproduction and display. A first set of communication material will be realized at M6, presenting project concept and objectives, and then a second set will be realized at M30, showing project findings and outcome.

Communication material (flyer, poster, video, etc.) v.1

Material arising from the project will be regularly distributed using traditional poster flyers etc created by partners We will create an archive of these materials and pdfs for wider reproduction and display A first set of communication material will be realized at M6 presenting project concept and objectives and then a second set will be realized at M30 showing project findings and outcome

Training platform, beta platform

Training platform beta platform

Second TAILOR Conference

Organize the second TAILOR conference

Project website and Trustworthy AI repository

The structure of the project website will have to be developed in consultation with all partners The website will include links to the main social media Twitter Facebook LinkedIn and a reserved area for the partners access only that will be used to exchange information between the project partners The Trustworthy AI repository will take the form of a thematic section on the AI ondemand platform developed by the AI4EU project if that proves feasible alternatively the repository will be separate web site with crosslinks to the project web site and the AI ondemand platform

Data Management Plan

A Data Management Plan will be prepared to describe which data will be generated collected and processed within the TAILOR project

Publications

Improving Search Efficiency and Diversity of Solutions in Multiobjective Binary Optimization by Using Metaheuristics Plus Integer Linear Programming

Author(s): Miguel Ángel Domínguez-Ríos, Francisco Chicano, Enrique Alba
Published in: 24th International Conference, EvoApplications 2021, 2021, Page(s) 242-257, ISBN 978-3-030-72699-7
Publisher: Springer International Publishing
DOI: 10.1007/978-3-030-72699-7_16

Quantum Computing: Present and Prospects

Author(s): Rodrigo Gil-Merino, Enrique Alba, Jose Francisco Chicano, Zakaria Abdelmoiz Dahi, Gabriel Luque
Published in: 19th Conference of the Spanish Association for Artificial Intelligence (CAEPIA), 2021, Page(s) 947-952, ISBN 978-84-09-30514-8
Publisher: CAEPIA

Using Platform Models for a Guided Explanatory Diagnosis Generation for Mobile Robots

Author(s): Daniel Habering; Till Hofmann; Gerhard Lakemeyer
Published in: Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence, 2021, Page(s) 1908-1914
Publisher: IJCAI
DOI: 10.24963/ijcai.2021/263

Inferring Agents Preferences as Priors for Probabilistic Goal Recognition

Author(s): Kin Max Gusmão; Ramon Fraga Pereira; Felipe Meneguzzi
Published in: arxiv, 2021
Publisher: Cornell University
DOI: 10.48550/arxiv.2102.11791

Examining the Proximity of Adversarial Examples to Class Manifolds in Deep Networks

Author(s): Štefan Pócoš, Iveta Bečková, Igor Farkaš
Published in: 2022
Publisher: arxiv
DOI: 10.48550/arxiv.2204.05764

Graph Mixture Density Networks

Author(s): Federico Errica, Davide Bacciu, Alessio Micheli
Published in: Proceedings of the 38th International Conference on Machine Learning, PMLR, 2021
Publisher: PMLR
DOI: 10.48550/arxiv.2012.03085

Genetic Algorithm with Linkage Learning

Author(s): Renato Tinós, Michal Przewozniczek, Darrell Whitley, Francisco Chicano
Published in: Proceedings of the Genetic and Evolutionary Computation Conference, 2023, Page(s) 981-989, ISBN 9798400701191
Publisher: ACM
DOI: 10.1145/3583131.3590349

Approximating probabilistic explanations via supermodular minimization

Author(s): Louenas Bounia, Frédéric Koriche
Published in: Proceedings of Machine Learning Research, PMLR 2023, Issue 216, 2023, Page(s) 216-225
Publisher: PMLR

On the descriptive power of LiDAR intensity images for segment-based loop closing in 3-D SLAM

Author(s): Wietrzykowski, Jan and Skrzypczyński, Piotr
Published in: IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), Issue 2021, 2021
Publisher: IEEE

Towards CATS: A Modular ABox Abduction Solver Based on Black-Box Architecture (Extended Abstract)

Author(s): Janka Boborová, Jakub Kloc, Martin Homola, Júlia Pukancová
Published in: Proceedings of the 37th International Workshop on Description Logics (DL 2024), Bergen, Norway, June 18-21, 2024., 2024, ISSN 1613-0073
Publisher: CEUR-WS.org, Sun SITE Central Europe, RWTH Aachen

Efficient and Reliable Probabilistic Interactive Learning with Structured Outputs

Author(s): Teso, Stefano; Vergari, Antonio
Published in: AAAI-22 Workshop on Interactive Machine Learning, 2022
Publisher: Online
DOI: 10.48550/arxiv.2202.08566

New Refinement Strategies for Cartesian Abstractions

Author(s): David Speck; Jendrik Seipp
Published in: The 32nd International Conference on Automated Planning and Scheduling, 2022
Publisher: AAAI

Compositional genetic programming for symbolic regression

Author(s): Krzysztof Krawiec and Dominik Kossinski
Published in: Genetic and Evolutionary Computation Conference, Issue 2022, 2022, Page(s) 570--573
Publisher: Association for Computing Machinery (ACM)
DOI: 10.1145/3520304.3529077

On the Impact of Grounding on HTN Plan Verification via Parsing

Author(s): Simona Ondrcková; Roman Barták; Pascal Bercher; Gregor Behnke
Published in: Proceedings of ICAART 2023, 2023
Publisher: SciTexPress
DOI: 10.5220/0011618400003393

HyperLDLf: a Logic for Checking Properties of Finite Traces Process Logs

Author(s): Giuseppe De Giacomo; Paolo Felli; Marco Montali; Giuseppe Perelli
Published in: Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence, 2021, Page(s) 1859-1865
Publisher: IJCAI
DOI: 10.24963/ijcai.2021/256

Differentiable Sampling of Categorical Distributions Using the CatLog-Derivative Trick

Author(s): Lennert De Smet, Emanuele Sansone, Pedro Zuidberg Dos Martires
Published in: ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 36 (NEURIPS 2023), Issue 36, 2023, ISBN 9781713899921
Publisher: NeurIPS Proceedings

Best-Effort Synthesis: Doing Your Best Is Not Harder Than Giving Up

Author(s): Benjamin Aminof; Giuseppe De Giacomo; Sasha Rubin
Published in: Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence, 2021, Page(s) 1766-1772
Publisher: IJCAI
DOI: 10.24963/ijcai.2021/243

Automatic Placer for Analog Circuits Using Integer Linear Programming Warm Started by Graph Drawing

Author(s): Josef Grus, Zdenek Hanzalek, Dalibor Barri, Patrik Vacula
Published in: ICORES, Issue vol 1, 2023, Page(s) 106-116, ISBN 978-989-758-627-9
Publisher: SCITEPRESS
DOI: 10.5220/0011789300003396

Europarl-ASR: A Large Corpus of Parliamentary Debates for Streaming ASR Benchmarking and Speech Data Filtering/Verbatimization

Author(s): Garcés Díaz-Munío, Gonçal V; Silvestre-Cerdà, Joan Albert ; Jorge, Javier; Giménez, Adrià; Iranzo-Sánchez, Javier; Baquero-Arnal, Pau; Roselló, Nahuel; Pérez-González-de-Martos, Alejandro; Civera, Jorge; Sanchis, Albert; Juan, Alfons
Published in: Proc. Interspeech 2021, 2021
Publisher: Interspeech
DOI: 10.21437/interspeech.2021-1905

An API for DL Abduction Solvers (Extended Abstract)

Author(s): Zuzana Hlávková, Martin Homola, Patrick Koopmann and Júlia Pukancová
Published in: 2022
Publisher: XLoKR

On the Epistemic Logic of Incomplete Argumentation Frameworks

Author(s): Andreas Herzig, Antonio Yuste-Ginel
Published in: Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence, IJCAI 2021, 2021
Publisher: ijcai.org
DOI: 10.24963/kr.2021/69

Hybrid MHS-MXP ABox Abduction Solver: First Empirical Results

Author(s): Martin Homola, Júlia Pukancová, Iveta Balintová, Janka Boborová
Published in: Proceedings of the 35th International Workshop on Description Logics (DL 2022), 2022, ISSN 1613-0073
Publisher: CEUR-WS.org, Sun SITE Central Europe, RWTH Aachen

DeepStochLog: Neural Stochastic Logic Programming

Author(s): Thomas Winters, Giuseppe Marra, Robin Manhaeve, Luc De Raedt
Published in: Proceedings of the Thirty-Sixth AAAI Conference on Artificial Intelligence, 2022
Publisher: AAAI Press
DOI: 10.48550/arxiv.2106.12574

Gradient-assisted calibration for financial agent-based models

Author(s): Dyer, Joel and Quera-Bofarull, Arnau and Chopra, Ayush and Farmer, J Doyne and Calinescu, Anisoara and Wooldridge, MJ
Published in: Proceedings of the Fourth ACM International Conference on AI in Finance, Issue 4th, 2023
Publisher: ACM

Attributed Transition-Based Domain Control Knowledge for Domain-Independent Planning (Extended Abstract).

Author(s): Lukáš Chrpa; Roman Barták; Jindřich Vodrážka; Marta Vomlelová
Published in: Proceedings of IEEE 39th International Conference on Data Engineering (ICDE 2023), 2023
Publisher: IEEE
DOI: 10.1109/icde55515.2023.00366

Generalized Planning as Heuristic Search

Author(s): Segovia-Aguas, Javier; Jiménez, Sergio; Jonsson, Anders
Published in: Generalized Planning as Heuristic Search, Issue 57, 2021
Publisher: ICAPS Arxiv

Parallel/Distributed Intelligent Hyperparameters Search for Generative Artificial Neural Networks

Author(s): Mathias Esteban, Jamal Toutouh, Sergio Nesmachnow
Published in: International Workshops ISC High Performance Digital 2021, 2021, Page(s) 297-313, ISBN 978-3-030-90539-2
Publisher: Springer International Publishing
DOI: 10.1007/978-3-030-90539-2_20

Complexity of Minimum-Size Arc-Inconsistency Explanations

Author(s): Christian Bessiere, Clément Carbonnel, Martin C. Cooper, Emmanuel Hebrard
Published in: 28th International Conference on Principles and Practice of Constraint Programming, CP 2022, Issue LIPIcs, volume 235, 2022, Page(s) 9:1--9:14
Publisher: Schloss Dagstuhl - Leibniz-Zentrum für Informatik
DOI: 10.4230/lipics.cp.2022.9

Combining LSTMs and Symbolic Approaches for Robust Plan Recognition

Author(s): Leonardo Rosa Amado; Ramon Fraga Pereira; Felipe Meneguzzi
Published in: Proceedings of the 20th International Conference on Autonomous Agents and MultiAgent Systems, 2021, ISBN 9781450383073
Publisher: International Foundation for Autonomous Agents and Multiagent Systems

A Compositional Atlas of Tractable Circuit Operations: From Simple Transformations to Complex Information-Theoretic Queries

Author(s): Vergari, Antonio; Choi, YooJung; Liu, Anji; Teso, Stefano; Broeck, Guy Van den
Published in: Advances in Neural Information Processing Systems, 2021
Publisher: Neural Information Processing Systems Foundation, Inc. (NIPS)

On Total-Order HTN Plan Verification with Method Preconditions - An Extension of the CYK Parsing Algorithm

Author(s): Songtuan Lin;Gregor Behnke; Simona Ondrcková; Roman Barták; Pascal Bercher
Published in: Proceedings of AAAI 2023, 2023
Publisher: AAAI Press
DOI: 10.1609/aaai.v37i10.26420

Black-box Audit of YouTube's Video Recommendation: Investigation of Misinformation Filter Bubble Dynamics (Extended Abstract)

Author(s): Tomlein, M.; Pecher, B.; Simko, J.; Srba, I.; Moro, R.; Stefancova, E.; Kompan, M.; Hrckova, A.; Juraj Podroužek; Bielikova, M.
Published in: Proceedings of the Thirty-First International Joint Conference on Artificial Intelligence Sister Conferences Best Papers, 2022
Publisher: IJCAI
DOI: 10.24963/ijcai.2022/749

Dantzig-Wolfe Decomposition for Cost Partitioning

Author(s): Florian Pommerening; Thomas Keller; Valentina Halasi; Jendrik Seipp; Silvan Sievers; Malte Helmert
Published in: Proceedings of the 31st International Conference on Automated Planning and Scheduling, 2021, Page(s) 271-280
Publisher: AAAI Press
DOI: 10.5451/unibas-ep84307

Query Definability and Its Approximations in Ontology-based Data Management

Author(s): Gianluca Cima, Federico Croce, Maurizio Lenzerini
Published in: CIKM '21: The 30th ACM International Conference on Information and Knowledge Management, Virtual Event, Queensland, Australia, November 1 - 5, 2021, 2021
Publisher: Association for Computing Machinery, inc

Toward a Unified Framework for Debugging Gray-box Models

Author(s): Bontempelli, Andrea; Giunchiglia, Fausto; Passerini, Andrea; Teso, Stefano
Published in: Interactive Machine Learning workshop (IML) at AAAI'22, 2022
Publisher: none

Synthesizing Effective Diagnostic Models from Small Samples using Structural Machine Learning: a Case Study in Automating COVID-19 Diagnosis

Author(s): Kaszuba, Piotr and Turner, Andrew and Mikulski, Bartosz and Jumbe, Nl Shasha and Schuh, Andreas and Morimoto, Michael and Rexelius, Peter and Hafen, Ryan and Deiotte, Ron and Hammond, Kevin and Swan, Jerry and Krawiec, Krzysztof
Published in: Proceedings of the Companion Conference on Genetic and Evolutionary Computation, Issue 2023, 2023, Page(s) 727-730, ISBN 9798400701207
Publisher: Association for Computing Machinery
DOI: 10.1145/3583133.3590598

Online Saturated Cost Partitioning for Classical Planning

Author(s): Jendrik Seipp
Published in: Proceedings of the 31st International Conference on Automated Planning and Scheduling, 2021, Page(s) 317-321
Publisher: AAAI Press
DOI: 10.5451/unibas-ep84300

MEG: Generating Molecular Counterfactual Explanations for Deep Graph Networks

Author(s): Numeroso, Danilo; Bacciu, Davide
Published in: Proceedings of the International Joint Conference on Neural Networks (IJCNN 2021), Issue 48, 2021
Publisher: IEEE
DOI: 10.1109/ijcnn52387.2021.9534266

Order Flow Decomposition for Price Impact Analysis in Equity Limit Order Books

Author(s): Sitaru, Bogdan and Calinescu, Anisoara and Cucuringu, Mihai
Published in: Proceedings of the Fourth ACM International Conference on AI in Finance, Issue 4th, 2023
Publisher: ACM

On Preferred Abductive Explanations for Decision Trees and Random Forests

Author(s): Gilles Audemard, Steve Bellart, Louenas Bounia, Frederic Koriche, Jean-Marie Lagniez, Pierre Marquis
Published in: Proceedings of the Thirty-First International Joint Conference on Artificial Intelligence, 2022, Page(s) 643-650
Publisher: IJCAI
DOI: 10.24963/ijcai.2022/91

Dominance-based Rough Set Approach to Bank Customer Satisfaction Analysis

Author(s): Marcin Szeląg and Roman Słowiński
Published in: Proceedings of the 3rd Polish Conference on Artificial Intelligence PP-RAI, April 25-27, 2022, Gdynia, Poland, 2022, Page(s) 147-150, ISBN 978-83-7421-401-8
Publisher: Gdynia Maritime University

Fourier Transform-based Surrogates for Permutation Problems

Author(s): Francisco Chicano, Bilel Derbel, Sébastien Verel
Published in: Proceedings of the Genetic and Evolutionary Computation Conference, 2023, Page(s) 275-283, ISBN 9798400701191
Publisher: ACM
DOI: 10.1145/3583131.3590425

Timed Trace Alignment with Metric Temporal Logic over Finite Traces

Author(s): Giuseppe De Giacomo; Aniello Murano; Fabio Patrizi; Giuseppe Perelli
Published in: Proceedings of the 18th International Conference on Principles of Knowledge Representation and Reasoning, 2021, Page(s) 227–236
Publisher: IJCAI

Multi-Model Monitoring Framework for Hybrid Process Specifications

Author(s): Anti Alman; Fabrizio Maria Maggi; Marco Montali; Fabio Patrizi; Andrey Rivkin
Published in: 34th International Conference on Advanced Information Systems Engineering, 2022
Publisher: Springer

Explaining Any Time Series Classifier

Author(s): Riccardo Guidotti, Anna Monreale, Francesco Spinnato, Dino Pedreschi, Fosca Giannotti
Published in: 2020 IEEE Second International Conference on Cognitive Machine Intelligence (CogMI), 2020
Publisher: IEEE
DOI: 10.1109/cogmi50398.2020.00029

Monant Medical Misinformation Dataset: Mapping Articles to Fact-Checked Claims

Author(s): Srba, Ivan; Pecher, Branislav; Tomlein, Matus; Moro, Robert; Stefancova, Elena; Simko, Jakub; Bielikova, Maria
Published in: SIGIR '22: Proceedings of the 45th International ACM SIGIR Conference on Research and Development in Information Retrieval, 2022, ISBN 9781450387323
Publisher: ACM
DOI: 10.1145/3477495.3531726

Local Optima Markov Chain: A New Tool for Landscape-aware Analysis of Algorithm Dynamics

Author(s): Francisco Chicano, Gabriela Ochoa, Bilel Derbel, Lorenzo Canonne
Published in: Proceedings of the Genetic and Evolutionary Computation Conference, 2023, Page(s) 284-292, ISBN 9798400701191
Publisher: ACM
DOI: 10.1145/3583131.3590422

Exploiting Cyclic Dependencies in Landmark Heuristics.

Author(s): Clemens Büchner; Thomas Keller; Malte Helmert
Published in: Proceedings of the 31st International Conference on Automated Planning and Scheduling, 2021, Page(s) 65-73
Publisher: AAAI Press
DOI: 10.5451/unibas-ep84308

Beyond Simple Images: Human Knowledge-Guided GANs for Clinical Data Generation,

Author(s): Devendra Singh Dhami, Mayukh Das and Sriraam Natarajan
Published in: International Conference on Principles of Knowledge Representation and Reasoning, Issue 18, 2021
Publisher: IJCAI organization

Subset-Saturated Transition Cost Partitioning

Author(s): Dominik Drexler; Jendrik Seipp; David Speck
Published in: Proceedings of the 31st International Conference on Automated Planning and Scheduling, 2021, Page(s) 131-139
Publisher: AAAI Press
DOI: 10.5451/unibas-ep84301

Epistemic Reasoning About Rationality and Bids in Auctions

Author(s): Munyque Mittelmann, Andreas Herzig, Laurent Perrussel
Published in: European Conference on Logics in Artificial Intelligence (JELIA 2021), Issue LNAI 12678, 2021, Page(s) 116--130
Publisher: Springer Verlag
DOI: 10.1007/978-3-030-75775-5_9

Automatic Instance Generation for Classical Planning

Author(s): Álvaro Torralba; Jendrik Seipp; Silvan Sievers
Published in: Proceedings of the 31st International Conference on Automated Planning and Scheduling, 2021, Page(s) 376-384
Publisher: AAAI Press
DOI: 10.5451/unibas-ep84291

NAS-Bench-Suite: NAS Evaluation is (Now) Surprisingly Easy

Author(s): Yash Mehta, Colin White, Arber Zela, Arjun Krishnakumar, Guri Zabergja, Shakiba Moradian, Mahmoud Safari, Kaicheng Yu, Frank Hutter
Published in: The Tenth International Conference on Learning Representations, 2022
Publisher: International Conference on Learning Representations

A new approach for cross-silo federated learning and its privacy risks

Author(s): Michele Fontana, Francesca Naretto, Anna Monreale
Published in: 2021 18th International Conference on Privacy, Security and Trust (PST), 2021
Publisher: IEEE
DOI: 10.1109/pst52912.2021.9647753

Non-Parametric Learning of Embeddings for Relational Data using Gaifman Locality Theorem

Author(s): Devendra Singh Dhami, Siwen Yan, Gautam Kunapuli and Sriraam Natarajan
Published in: International Conference on Inductive Logic Programming, Issue 30, 2021
Publisher: Springer

ULLER: A Unified Language for Learning and Reasoning

Author(s): Emile van Krieken, Samy Badreddine, Robin Manhaeve, Eleonora Giunchiglia
Published in: Lecture Notes in Computer Science, Neural-Symbolic Learning and Reasoning, 2024, Page(s) 219-239
Publisher: Springer Nature Switzerland
DOI: 10.1007/978-3-031-71167-1_12

Calliope - A Polyphonic Music Transformer

Author(s): Andrea Valenti; Stefano Berti; Davide Bacciu
Published in: ESANN 2021 proceedings, European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, Issue 58, 2021
Publisher: ESANN
DOI: 10.14428/esann/2021.es2021-63

On Belief Change for Multi-Label Classifier Encodings

Author(s): Sylvie Coste-Marquis, Pierre Marquis
Published in: Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence (IJCAI'21), 2021, Page(s) 1829-1836
Publisher: IJCAI
DOI: 10.24963/ijcai.2021/252

Exemplars and Counterexemplars Explanations for Image Classifiers, Targeting Skin Lesion Labeling

Author(s): C. Metta, R. Guidotti, S. Rinzivillo
Published in: 2021 IEEE Symposium on Computers and Communications (ISCC), 2021, 2021
Publisher: IEEE
DOI: 10.1109/iscc53001.2021.9631485

2020 Merge, Explain, Iterate

Author(s): M. Homola, J. Pukancová, J. Gablíková, K. Fabianová
Published in: Proceedings of the 33rd International Workshop on Description Logics (DL 2020), 2020, ISSN 1613-0073
Publisher: CEUR-WS.org, Sun SITE Central Europe, RWTH Aachen

Designing Shapelets for Interpretable Data-Agnostic Classification

Author(s): Riccardo Guidotti; Anna Monreale
Published in: AIES, Issue 34, 2021, ISBN 9781450384735
Publisher: Association for Computing Machinery
DOI: 10.1145/3461702.3462553

Towards Explainable Malware Detection with Structured Machine Learning

Author(s): Peter Švec, Tomáš Bisták, Martin Homola, Štefan Balogh, Ján Kľuka and Alexander Šimko
Published in: 2023
Publisher: Center for Perspicuous Computing,TU Dresden

Can Poverty Be Reduced by Acting on Discrimination? An Agent-based Model for Policy Making

Author(s): Aguilera, Alba and Montes, Nieves and Curto, Georgina and Sierra, Carles and Osman, Nardine
Published in: AAMAS '24: Proceedings of the 23rd International Conference on Autonomous Agents and Multiagent Systems, 2024, Page(s) 22-30, ISBN 9798400704864
Publisher: International Foundation for Autonomous Agents and Multiagent Systems

On Semantics of Hierarchical Planning Domain Models with Decomposition Constraints and Empty Methods

Author(s): Simona Ondrcková; Roman Barták
Published in: Proceedings of IEEE 35th International Conference on Tools with Artificial Intelligence (ICTAI 2023), 2023
Publisher: IEEE
DOI: 10.1109/ictai59109.2023.00057

Learning Sketches for Decomposing Planning Problems into Subproblems of Bounded Width

Author(s): Dominik Drexler; Jendrik Seipp; Hector Geffner
Published in: The 32nd International Conference on Automated Planning and Scheduling, 2022
Publisher: AAAI

An API for DL Abduction Solvers

Author(s): Zuzana Hlávková, Martin Homola, Patrick Koopmann and Júlia Pukancová
Published in: Proceedings of the 35th International Workshop on Description Logics (DL 2022), 2022, ISSN 1613-0073
Publisher: CEUR-WS.org, Sun SITE Central Europe, RWTH Aachen

Generalized Temporal Inference via Planning

Author(s): Diego Aineto; Sergio Jiménez; Eva Onaindia
Published in: 19th International Conference on Principles of Knowledge Representation and Reasoning, KR 2022, 2021, Page(s) 22--31
Publisher: IJCAI
DOI: 10.24963/kr.2021/3

NAS-Bench-x11 and the Power of Learning Curves

Author(s): Shen Yan, Colin White, Yash Savani, Frank Hutter
Published in: Thirty-Fifth Conference on Neural Information Processing Systems, 2021
Publisher: Advances in Neural Information Processing Systems

Engineering Socially-Oriented Autonomous Agents and Multiagent Systems

Author(s): Nieves Montes
Published in: Proceedings of the Thirty-First International Joint Conference on Artificial Intelligence, 2022, Page(s) 5861-5862
Publisher: International Joint Conferences on Artificial Intelligence Organization
DOI: 10.24963/ijcai.2022/833

Robust Solutions for Multi-Defender Stackelberg Security Games

Author(s): Mutzari Yonatan Aumann and Sarit Kraus
Published in: IJCAI 2022, 2022
Publisher: IJCAI

Automated Theorem Proving for Metamath

Author(s): Carneiro, Mario and Brown, Chad E. and Urban, Josef
Published in: 14th International Conference on Interactive Theorem Proving (ITP 2023), Issue vol 268, 2023, Page(s) 9:1-9:19, ISBN 978-3-95977-284-6
Publisher: Schloss Dagstuhl - Leibniz-Zentrum für Informatik
DOI: 10.4230/lipics.itp.2023.9

SLASH: Embracing Probabilistic Circuits into Neural Answer Set Programming

Author(s): Arseny Skryagin, Wolfgang Stammer, Daniel Ochs, Devendra Singh Dhami and Kristian Kersting
Published in: International Conference on Principles of Knowledge Representation and Reasoning, Issue 19, 2022
Publisher: IJCAI Organization

Computing Abductive Explanations for Boosted Regression Trees

Author(s): Gilles Audemard, Steve Bellart, Jean-Marie Lagniez, Pierre Marquis
Published in: Proceedings of the Thirty-Second International Joint Conference on Artificial Intelligence, 2023, Page(s) 3432-3441
Publisher: IJCAI
DOI: 10.24963/ijcai.2023/382

Hybrid probabilistic inference with logical and algebraic constraints: a survey

Author(s): Paolo Morettin, Pedro Zuidberg Dos Martires, Samuel Kolb, Andrea Passerini
Published in: Proceedings of the 30th International Joint Conference on Artificial Intelligence, 2021, Page(s) 4533-4542, ISBN 978-0-9992411-9-6
Publisher: International Joint Conferences on Artificial Intelligence
DOI: 10.24963/ijcai.2021/617

CLEO: Continual Learning of Evolving Ontologies

Author(s): Shishir Muralidhara, Syed Saqib Bukhari, Georg Schneider, Didier Stricker, René Schuster
Published in: European Conference on Computer Vision (ECCV), 2024
Publisher: Springer

Learning First-Order Representations for Planning from Black-Box States: New Results

Author(s): Rodriguez, Ivan D; Bonet, Blai; Romero, Javier; Geffner, Hector
Published in: The 18th International Conference on Principles of Knowledge Representation and Reasoning, 2021
Publisher: IJCAI

Benchmarking Approximate Consistent Query Answering (Discussion Paper)

Author(s): Marco Calautti, Marco Console, Andreas Pieris
Published in: Proceedings of the 29th Italian Symposium on Advanced Database Systems, SEBD 2021, Pizzo Calabro (VV), Italy, September 5-9, 2021, Issue 2021, 2021
Publisher: CEUR

Efficient PAC Reinforcement Learning in Regular Decision Processes

Author(s): Alessandro Ronca; Giuseppe De Giacomo
Published in: Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence., Issue 59, 2021
Publisher: IJCAI
DOI: 10.24963/ijcai.2021/279

On Translations between ML Models for XAI Purposes

Author(s): Alexis de Colnet, Pierre Marquis
Published in: Proceedings of the Thirty-Second International Joint Conference on Artificial Intelligence, 2023, Page(s) 3158-316
Publisher: IJCAI
DOI: 10.24963/ijcai.2023/352

On-the-fly Synthesis for LTL over Finite Traces

Author(s): Xiao, S.; Li, J.; Zhu, S.; Shi, Y.; Pu, G., Vardi, M.
Published in: Proceedings of the AAAI Conference on Artificial Intelligence, 2021, Page(s) 6530-6537
Publisher: AAAI

An Experimental Overview of Neural-Symbolic Systems

Author(s): Arne Vermeulen, Robin Manhaeve, Giuseppe Marra
Published in: Lecture Notes in Computer Science, Inductive Logic Programming, 2023, Page(s) 124-138, ISBN 978-3-031-49299-0
Publisher: Springer Nature Switzerland
DOI: 10.1007/978-3-031-49299-0_9

To Combine or not to Combine Graybox Crossover and Local Search?

Author(s): Lorenzo Canonne, Bilel Derbel, Francisco Chicano, Gabriela Ochoa
Published in: Proceedings of the Genetic and Evolutionary Computation Conference, 2023, Page(s) 257-265, ISBN 9798400701191
Publisher: ACM
DOI: 10.1145/3583131.3590466

Geometry-Aware Keypoint Network: Accurate Prediction of Point Features in Challenging Scenario

Author(s): Nowak, Tomasz and Skrzypczyński, Piotr
Published in: 17th Conference on Computer Science and Intelligence Systems (FedCSIS), Issue 2022, 2022, Page(s) 191-200
Publisher: Polish Information Processing Society
DOI: 10.15439/2022f145

Switch lists in the landscape of knowledge representation languages

Author(s): Ondřej Čepek
Published in: Proceedings of the 35th International Florida Artificial Intelligence Research Society Conference (FLAIRS 2022), 2022
Publisher: Florida Online Journals
DOI: 10.32473/flairs.v35i.130700

Mind the Gap: Measuring Generalization Performance Across Multiple Objectives

Author(s): Matthias Feurer, Katharina Eggensperger, Edward Bergman, Florian Pfisterer, Bernd Bischl & Frank Hutter
Published in: Advances in Intelligent Data Analysis, Issue 21, 2023, Page(s) 130--142, ISBN 978-3-031-30047-9
Publisher: Springer Nature
DOI: 10.1007/978-3-031-30047-9_11

Soft-Unification in Deep Probabilistic Logic

Author(s): Jaron Maene, Luc De Raedt
Published in: Advances in Neural Information Processing Systems 36 (NeurIPS 2023), Issue 36, 2024, Page(s) 60804 - 60820, ISBN 9781713899921
Publisher: Curran Associates, Inc.

Negative Side Effects and AI Agent Indicators: Experiments in SafeLife

Author(s): J Burden, J Hernández-Orallo
Published in: SafeAI@AAAI, 2021
Publisher: CEUR-Ws

Privacy Risk Assessment of Individual Psychometric Profiles

Author(s): Giacomo Mariani, Anna Monreale, and Francesca Naretto
Published in: Discovery Science. DS 2021. Lecture Notes in Computer Science, Issue 12986, 2021, ISBN 978-3-030-88941-8
Publisher: Springer
DOI: 10.1007/978-3-030-88942-5_32

Reasoning about Beliefs and Meta-Beliefs by Regression in an Expressive Probabilistic Action Logic

Author(s): Daxin Liu; Gerhard Lakemeyer
Published in: Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence, 2021, Page(s) 1951-1958
Publisher: IJCAI
DOI: 10.24963/ijcai.2021/269

Approximate Novelty Search

Author(s): Singh, A.; Lipovetzky, N.; Ramirez, M.; Segovia-Aguas, J.
Published in: Proceedings of the International Conference on Automated Planning and Scheduling, 2021
Publisher: AAAI

DL Abduction API v2 and GUI Interface

Author(s): Jakub Kloc, Martin Homola and Júlia Pukancová
Published in: Proceedings of the 36th International Workshop on Description Logics (DL 2023) co-located with the 20th International Conference on Principles of Knowledge Representation and Reasoning and the 21st International Workshop on Non-Monotonic Reasoning (KR 2023 and NMR 2023), 2023, ISSN 1613-0073
Publisher: CEUR-WS.org, Sun SITE Central Europe, RWTH Aachen

Causal Abstraction with Soft Interventions

Author(s): Massidda, R.; Geiger, A.; Icard, T.; Bacciu, D.
Published in: Proceedings of the Second Conference on Causal Learning and Reasoning, Issue 53, 2023, Page(s) 68-87
Publisher: PMLR
DOI: 10.48550/arxiv.2211.12270

Efficient Generation of Structured Objects with Constrained Adversarial Networks

Author(s): Di Liello, Luca; Ardino, Pierfrancesco; Gobbi, Jacopo; Morettin, Paolo; Teso, Stefano; Passerini, Andrea
Published in: Advances in Neural Information Processing Systems, 2020
Publisher: Neural Information Processing Systems

Explainable Planner Selection for Classical Planning

Author(s): Patrick Ferber; Jendrik Seipp
Published in: The 36th AAAI Conference on Artificial Intelligence, 2022
Publisher: AAAI

Counterfactual Reasoning via Grounded Distance

Author(s): Carlos Aguilera-Ventura, Andreas Herzig, Xinghan Liu, Emiliano Lorini
Published in: Proceedings of the 20th International Conference on Principles of Knowledge Representation and Reasoning, KR 2023, 2023, Page(s) 2--11
Publisher: kr.org
DOI: 10.24963/kr.2023/1

MizAR 60 for Mizar 50

Author(s): Jakubův, Jan ; Chvalovský, Karel ; Goertzel, Zarathustra ; Kaliszyk, Cezary ; Olšák, Mirek ; Piotrowski, Bartosz ; Schulz, Stephan ; Suda, Martin ; Urban, Josef
Published in: 14th International Conference on Interactive Theorem Proving (ITP 2023), Issue vol 268, 2023, Page(s) 19:1-19:22, ISBN 978-3-95977-284-6
Publisher: Schloss Dagstuhl - Leibniz-Zentrum für Informatik
DOI: 10.4230/lipics.itp.2023.19

Delete-Relaxation Heuristics for Lifted Classical Planning

Author(s): Corrêa, A. B.; Francès, G.; Pommerening, F.; Helmert, M.
Published in: Proceedings of the Thirty-First International Conference on Automated Planning and Scheduling, 2021
Publisher: AAAI

Using Earley Parser for Recognizing Totally Ordered Hierarchical Plans

Author(s): Kristýna Pantůčková; Roman Barták
Published in: Proceedings of ECAI 2023, 2023
Publisher: IOS Press
DOI: 10.3233/faia230469

Intelligent agents for auction-based federated learning: A survey

Author(s): Xiaoli Tang, Han Yu, Xiaoxiao Li, and Sarit Kraus
Published in: IJCAI 2024, 2024
Publisher: IJCAI 2024

Graphgen-redux: a Fast and Lightweight Recurrent Model for labeled Graph Generation

Author(s): Davide Bacciu; Marco Podda
Published in: IJCNN, Issue 42, 2021, ISBN 978-1-6654-3900-8
Publisher: IEEE
DOI: 10.1109/ijcnn52387.2021.9533743

Abstract Argumentation with Qualitative Uncertainty: An Analysis in Dynamic Logic

Author(s): Andreas Herzig, Antonio Yuste-Ginel
Published in: Logic and Argumentation - 4th International Conference (CLAR 2021), Issue LNCS 13040, 2021, Page(s) 190--208
Publisher: Springer Verlag
DOI: 10.1007/978-3-030-89391-0_11

On the Computation of Example-Based Abductive Explanations for Random Forests

Author(s): Gilles Audemard, Jean-Marie Lagniez, Pierre Marquis, Nicolas Szczepanski
Published in: Proceedings of the Thirty-ThirdInternational Joint Conference on Artificial Intelligence, 2024, Page(s) 3679-3687
Publisher: International Joint Conferences on Artificial Intelligence Organization
DOI: 10.24963/ijcai.2024/407

Radar-Based Volumetric Precipitation Nowcasting: A 3D Convolutional Neural Network with U-Net Architecture

Author(s): Peter Pavlík, Viera Rozinajová, Anna Bou Ezzeddine
Published in: CDCEO 2022, 2022, ISSN 1613-0073
Publisher: CEUR-WS.org, Sun SITE Central Europe, RWTH Aachen

Trading Complexity for Sparsity in Random Forest Explanations

Author(s): Gilles Audemard, Steve Bellart, Louenas Bounia, Frédéric Koriche, Jean-Marie Lagniez, Pierre Marquis
Published in: Proceedings of the AAAI Conference on Artificial Intelligence, 2022, Page(s) 5461-5469
Publisher: AAAI
DOI: 10.1609/aaai.v36i5.20484

Editing Boolean Classifiers: A Belief Change Perspective

Author(s): Nicolas Schwind, Katsumi Inoue, Pierre Marquis
Published in: Proceedings of the AAAI Conference on Artificial Intelligence, 2023, Page(s) 6516-6524
Publisher: AAAI
DOI: 10.1609/aaai.v37i5.25801

Reconciling Training and Evaluation Objectives in Location Agnostic Surrogate Explainers

Author(s): Matt Clifford, Jonathan Erskine, Alexander Hepburn, Peter Flach, Raúl Santos-Rodríguez
Published in: Proceedings of the 32nd ACM International Conference on Information and Knowledge Management, 2023, Page(s) 3833-3837
Publisher: ACM
DOI: 10.1145/3583780.3615284

On-line Learning of Planning Domains from Sensor Data in PAL: Scaling up to Large State Spaces

Author(s): Lamanna, L.; Gerevini, A. E.; Saetti, A.; Serafini, L.; Traverso, P.
Published in: Proceedings of the AAAI Conference on Artificial Intelligence, 2021, Page(s) 11862-11869
Publisher: AAAI

You Only Write Thrice: Creating Documents, Computational Notebooks and Presentations From a Single Source

Author(s): Kacper Sokol, Peter Flach
Published in: Beyond static papers: Rethinking how we share scientific understanding in ML (ICLR 2021 workshop), 2021
Publisher: OpenReview

Using Earley Parser for Verification of Totally Ordered Hierarchical Plans

Author(s): Kristýna Pantucková; Simona Ondrcková; Roman Barták
Published in: Proceedings of FLAIRS-37, 2024
Publisher: Florida Online Journals
DOI: 10.32473/flairs.37.1.135306

Fostering Ethical Sensitivity in AI Practitioners Throught Ethics-based Assessments

Author(s): Adrián Gavorník, Juraj Podroužek
Published in: 2024
Publisher: University of Twente

ADESSE: Advice Explanations in Complex Repeated Decision-Making Environments

Author(s): Soren Schleibaum, Lu Feng, Jorg P. Muller and Sarit Kraus
Published in: IJCAI 2024, 2024
Publisher: IJCAI 2024

Relatively Rational: Learning Utilities and Rationalities Jointly from Pairwise Preferences

Author(s): Taku Yamagat, Tobias Oberkofle, Timo Kaufman, Viktor Beng, Eyke Hüllermeier, Raul Santos-Rodriguez 
Published in: ICML 2024 Workshop on Models of Human Feedback for AI Alignment, 2024
Publisher: OpenReview

On the Complexity of Enumerating Prime Implicants from Decision-DNNF Circuits

Author(s): Alexis de Colnet, Pierre Marquis
Published in: Proceedings of the Thirty-First International Joint Conference on Artificial Intelligence, 2022, Page(s) 2583-2590
Publisher: IJCAI
DOI: 10.24963/ijcai.2022/358

Interpretable Next Basket Prediction Boosted with Representative Recipes

Author(s): R. Guidtotti, S. Viotto
Published in: 2020 IEEE Second International Conference on Cognitive Machine Intelligence (CogMI), 2021
Publisher: IEEE
DOI: 10.1109/cogmi50398.2020.00018

A neuro-symbolic approach to structured event recognition

Author(s): Apriceno, Gianluca ; Passerini, Andrea ; Serafini, Luciano
Published in: 28th International Symposium on Temporal Representation and Reasoning (TIME 2021)., 2021
Publisher: Dagstuhl Publishing

JAX-LOB: A GPU-Accelerated limit order book simulator to unlock large scale reinforcement learning for trading

Author(s): Frey, Sascha and Li, Kang and Nagy, Peer and Sapora, Silvia and Lu, Chris and Zohren, Stefan and Foerster, Jakob and Calinescu, Anisoara
Published in: Proceedings of the Fourth ACM International Conference on AI in Finance, Issue 4th, 2023
Publisher: ACM

PyXAI: An XAI Library for Tree-Based Models

Author(s): Gilles Audemard, Jean-Marie Lagniez, Pierre Marquis, Nicolas Szczepanski
Published in: Proceedings of the Thirty-ThirdInternational Joint Conference on Artificial Intelligence, 2024, Page(s) 8601-8605
Publisher: International Joint Conferences on Artificial Intelligence Organization
DOI: 10.24963/ijcai.2024/989

A Mathematical Benchmark for Inductive Theorem Provers

Author(s): Thibault Gauthier, Chad Brown, Mikolas Janota and Josef Urban
Published in: Proceedings of 24th International Conference on Logic for Programming, Artificial Intelligence and Reasoning, Issue vol 94, 2023, Page(s) pages 224--237
Publisher: EasyChair
DOI: 10.29007/jr72

Modeling Edge Features with Deep Bayesian Graph Networks

Author(s): Daniele Atzeni; Davide Bacciu; Federico Errica; Alessio Micheli
Published in: IJCNN, Issue 6, 2021
Publisher: IEEE
DOI: 10.1109/ijcnn52387.2021.9533430

Fully Differentiable Lagrangian Convolutional Neural Network for Continuity-Consistent Physics-Informed Precipitation Nowcasting

Author(s): Pavlík, Peter; Výboh, Martin; Ezzeddine, Anna Bou; Rozinajová, Viera
Published in: 2024
Publisher: ICOML
DOI: 10.48550/arxiv.2402.10747

Co-creating Platformer Levels with Constrained Adversarial Networks

Author(s): Paolo Morettin, Andrea Passerini, Stefano Teso
Published in: Proceedings of the 2nd Workshop on Human-AI Co-Creation with Generative Models, 2021
Publisher: CEUR Workshop Proceedings

Cognitive effects in large language models.

Author(s): Jonathan Shaki, Sarit Kraus, Michael Wooldridge.
Published in: ECAI 2023, 2023
Publisher: IOS Press

Inference and Learning in Dynamic Decision Networks Using Knowledge Compilation

Author(s): Gabriele Venturato, Vincent Derkinderen, Pedro Zuidberg Dos Martires, Luc De Raedt
Published in: Proceedings of the AAAI Conference on Artificial Intelligence, Issue 38, 2024, Page(s) 20567-20576, ISSN 2374-3468
Publisher: AAAI Press
DOI: 10.1609/aaai.v38i18.30042

On Redundancy in Constraint Satisfaction Problems, July 31 to August 8, 2022, Haifa, Israel},

Author(s): Clément Carbonnel
Published in: 28th International Conference on Principles and Practice of Constraint Programming, CP 2022, Issue LIPIcs, volume 235, 2022, Page(s) 11:1--11:15
Publisher: Schloss Dagstuhl - Leibniz-Zentrum für Informatik
DOI: 10.4230/lipics.cp.2022.11

General Policies, Representations, and Planning Width

Author(s): Bonet, Blai; Geffner, Hector
Published in: Thirty-Fifth AAAI Conference on Artificial Intelligence, 2021, Page(s) 11764--11773
Publisher: AAAI

A Survey on Goal Recognition as Planning

Author(s): Felipe Meneguzzi; Ramon Fraga Pereira
Published in: Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence, Survey Track, 2021, Page(s) 4524-4532
Publisher: IJCAI
DOI: 10.24963/ijcai.2021/616

ProMap: Product Mapping Datasets

Author(s): Kateřina Macková; Martin Pilát
Published in: Advances in Information Retrieval. ECIR 2024, 2024
Publisher: Springer
DOI: 10.1007/978-3-031-56060-6_11

Pruning Boolean d-DNNF Circuits Through Tseitin-Awareness

Author(s): Vincent Derkinderen
Published in: 36th IEEE International Conference on Tools with Artificial Intelligence, 2024
Publisher: IEEE Xplore

Neural probabilistic logic programming in discrete-continuous domains

Author(s): Lennert De Smet, Pedro Zuidberg Dos Martires, Robin Manhaeve, Giuseppe Marra, Angelika Kimmig, Luc De Readt
Published in: Proceedings of the Thirty-Ninth Conference on Uncertainty in Artificial Intelligence, Issue vol.216, 2023, Page(s) 529-538
Publisher: ML Research Press

Improving DL-Learner on a Malware Detection Use Case

Author(s): Tomáš Bisták, Peter Švec, Ján Kľuka, Alexander Šimko, Štefan Balogh, Martin Homola
Published in: Proceedings of the 36th International Workshop on Description Logics (DL 2023) co-located with the 20th International Conference on Principles of Knowledge Representation and Reasoning and the 21st International Workshop on Non-Monotonic Reasoning (KR 2023 and NMR 2023), 2023, ISSN 1613-0073
Publisher: CEUR-WS.org, Sun SITE Central Europe, RWTH Aachen

On Weak Stubborn Sets in Classical Planning

Author(s): Silvan Sievers; Martin Wehrle
Published in: Proceedings of the 30th International Joint Conference on Artificial Intelligence, 2021, Page(s) 4167-4174
Publisher: IJCAI
DOI: 10.24963/ijcai.2021/573

Expressing and Exploiting the Common Subgoal Structure of Classical Planning Domains Using Sketches

Author(s): Drexler, Dominik; Seipp, Jendrik; Geffner, Hector
Published in: The 18th International Conference on Principles of Knowledge Representation and Reasoning, 2021
Publisher: IJCAI

Learning Generalized Unsolvability Heuristics for Classical Planning

Author(s): Simon Ståhlberg; Guillem Francès; Jendrik Seipp
Published in: Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence, 2021, Page(s) 4175-4181
Publisher: IJCAI
DOI: 10.24963/ijcai.2021/574

Assistive Robot Teleoperation Using Behavior Trees

Author(s): Behery, Mohamed; Trinh, Minh; Brecher, Christian; Lakemeyer, Gerhard
Published in: Variable Autonomy for human-robot Teaming (VAT) workshop @ ACM/IEEE HRI, VAT-HRI, Stockholm, Sweden, 2023-03-13 - 2023-03-13, Issue 47, 2023
Publisher: VAT-HRI

Learning Program Synthesis for Integer Sequences from Scratch

Author(s): Thibault Gauthier, Josef Urban
Published in: Proceedings of the AAAI Conference on Artificial Intelligence, Issue 37(6), 2023, Page(s) 7670-7677, ISBN 978-1-57735-880-0
Publisher: AAAI Press
DOI: 10.1609/aaai.v37i6.25930

TabPFN: A Transformer That Solves Small Tabular Classification Problems in a Second

Author(s): Noah Hollmann, Samuel Müller, Katharina Eggensperger, Frank Hutter
Published in: The Eleventh International Conference on Learning Representations, 2023
Publisher: OpenReview.net

Merge, Explain, Iterate: A Combination of MHS and MXP in an ABox Abduction Solver

Author(s): Homola M., Pukancová J., Boborová J., Balintová I.
Published in: Logics in Artificial Intelligence - 18th European Conference, JELIA 2023, Dresden, Germany, September 20-22, 2023, Proceedings, 2023, ISBN 978-3-031-43618-5
Publisher: Springer
DOI: 10.1007/978-3-031-43619-2_24

The FF Heuristic for Lifted Classical Planning

Author(s): Augusto B. Corrêa; Florian Pommerening; Malte Helmert; Guillem Francès
Published in: Proceedings of the 36th AAAI Conference on Artificial Intelligence, 2022
Publisher: AAAI Press
DOI: 10.5451/unibas-ep84309

Don't Simulate Twice: One-Shot Sensitivity Analyses via Automatic Differentiation

Author(s): Quera-Bofarull, Arnau and Chopra, Ayush and Aylett-Bullock, Joseph and Cuesta-Lazaro, Carolina and Calinescu, Anisoara and Raskar, Ramesh and Wooldridge, Michael}
Published in: Proceedings of the 2023 International Conference on Autonomous Agents and Multiagent Systems, 2023, Page(s) 1867-1876, ISBN 978-1-4503-9432-1
Publisher: IFAAMAS

ChemAlgebra: Algebraic Reasoning on Chemical Reactions

Author(s): Andrea Valenti, Davide Bacciu, Antonio Vergari
Published in: 2024 International Joint Conference on Neural Networks (IJCNN), Issue 33, 2024, Page(s) 1-8
Publisher: IEEE
DOI: 10.1109/ijcnn60899.2024.10650037

Citizen Centric Optimal Electric Vehicle Charging Stations Locations in a Full City: Case of Malaga

Author(s): Christian Cintrano; Jamal Toutouh; Jamal Toutouh; Enrique Alba
Published in: 19th Conference of the Spanish Association for Artificial Intelligence, CAEPIA, Issue 68, 2021, Page(s) 247-257, ISBN 978-3-030-85713-4
Publisher: Springer
DOI: 10.1007/978-3-030-85713-4_24

Identifying Privacy Risks raised by Utility Queries

Author(s): Asghar, Hira and Bobineau, Christophe and Rousset, Marie-Christine
Published in: 23rd International conference on Web Information Systems Engineering (WISE 2022), 2022, ISBN 978-3-031-20891-1
Publisher: SPRINGER

Multi-Objective Reinforcement Learning for Designing Ethical Environments

Author(s): Manel Rodriguez-Soto, Maite Lopez-Sanchez, Juan A. Rodriguez Aguilar
Published in: Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence, {IJCAI-21}, 2021
Publisher: International Joint Conferences on Artificial Intelligence Organization
DOI: 10.24963/ijcai.2021/76

Automated Reasoning in Systems Biology: a Necessity for Precision Medicine

Author(s): Pedro Zuidberg Dos Martires, Vincent Derkinderen, Luc De Raedt, Marcus Krantz
Published in: Proceedings of the 21st International Conference on Principles of Knowledge Representation and Reasoning, 2024
Publisher: AAAI Press

Contextual Conditional Reasoning

Author(s): Casini, Giovanni and Meyer, Thomas and Varzinczak, Ivan
Published in: Proceedings of the AAAI Conference on Artificial Intelligence, Issue 35 (7), 2021, Page(s) 6254-6261
Publisher: AAAI Press

Learning from Non-Binary Constituency Trees via Tensor Decomposition

Author(s): Daniele Castellana; Davide Bacciu
Published in: COLING, Issue 37, 2021, ISSN 2161-4407
Publisher: International Committee on Computational Linguistics
DOI: 10.18653/v1/2020.coling-main.346

Flexible FOND Planning with Explicit Fairness Assumptions

Author(s): Rodriguez, Ivan D.; Bonet, Blai; Sardina, Sebastian; Geffner, Hector
Published in: The 31st International Conference on Automated Planning and Scheduling, 2021, Page(s) 290--298
Publisher: AAAI

A norm optimisation approach to SDGs: tackling poverty by acting on discrimination

Author(s): Georgina Curto, Nieves Montes, Carles Sierra, Nardine Osman, Flavio Comim
Published in: Proceedings of the Thirty-First International Joint Conference on Artificial Intelligence, 2022, Page(s) 5228-5235
Publisher: International Joint Conferences on Artificial Intelligence Organization
DOI: 10.24963/ijcai.2022/726

Hybridization of Racing Methods with Evolutionary Operators for Simulation Optimization of Traffic Lights Programs

Author(s): Christian Cintrano, Javier Ferrer, Manuel López-Ibáñez, Enrique Alba
Published in: Proceedings of the 21st European Conference on Evolutionary Computation in Combinatorial Optimization (EvoCOP 2021), Held as Part of EvoStar 2021, 2021, Page(s) 17-33, ISBN 978-3-030-72904-2
Publisher: Springer International Publishing
DOI: 10.1007/978-3-030-72904-2_2

Learning Causal Abstractions of Linear Structural Causal Models

Author(s): Riccardo Massidda, Sara Magliacane, Davide Bacciu
Published in: The 40th Conference on Uncertainty in Artificial Intelligence, 2024
Publisher: UAI Proceedings

An Audit of Misinformation Filter Bubbles on YouTube: Bubble Bursting and Recent Behavior Changes

Author(s): M. Tomlein, M. Kompan, M. Bielikova et al
Published in: Fifteenth ACM Conference on Recommender Systems, 2021, ISBN 978-1-4503-8458-2
Publisher: RecSys '22: Sixteenth ACM Conference on Recommender Systems
DOI: 10.1145/3460231.3474241

Model-theoretic Characterizations of Rule-based Ontologies

Author(s): Marco Console, Phokion Kolaitis, Andreas Pieris
Published in: PODS'21: Proceedings of the 40th ACM SIGMOD-SIGACT-SIGAI Symposium on Principles of Database Systems, Virtual Event, China, June 20-25, 2021, Issue 2021, 2021
Publisher: Association for Computer Machinery, inc.

A Machine Learning-Based Approach for Economics-Tailored Applications: The Spanish Case Study

Author(s): Zakaria Abdelmoiz Dahi , Gabriel Luque, Enrique Alba
Published in: 25th European Conference, EvoApplications 2022, Held as Part of EvoStar 2022, 2022, Page(s) xx-xx, ISSN 0302-9743
Publisher: Springer
DOI: 10.1007/978-3-031-02462-7_36

Enforcing Natural Properties of Choice Functions, with Application for Combination

Author(s): Nic Wilson
Published in: Proceedings ECAI 2023, Issue 2023, 2023
Publisher: IOS Press
DOI: 10.3233/faia230572

Learning General Planning Policies from Small Examples Without Supervision

Author(s): Francès, Guillem; Bonet, Blai; Geffner, Hector
Published in: Thirty-Fifth AAAI Conference on Artificial Intelligence, 2021, Page(s) 11801--11808
Publisher: AAAI

Think Big, Teach Small:Do Language Models Distil Occam’s Razor?

Author(s): G Jaimovitch, DC Falcon, C Ferri, JH Orallo
Published in: (NeurIPS 2021, 2021
Publisher: Neurips

Iterative Depth-First Search for Fully Observable Non-Deterministic Planning

Author(s): Ramon Fraga Pereira; Frederico Messa; Andre Grahl Pereira; Giuseppe De Giacomo
Published in: The 32nd International Conference on Automated Planning and Scheduling, 2022
Publisher: AAAI

Transforming Robotic Plans with Timed Automata to Solve Temporal Platform Constraints

Author(s): Tarik Viehmann; Till Hofmann; Gerhard Lakemeyer
Published in: Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence, 2021, Page(s) 2083-2089
Publisher: IJCAI
DOI: 10.24963/ijcai.2021/287

Human-in-the-loop Learning for Safe Exploration through Anomaly Prediction and Intervention

Author(s): Prajit T. Rajendran, Huascar Espinoza, Agnes Delaborde, Chokri Mraidha
Published in: 2022
Publisher: CEUR-WS.org

Learning Proof Transformations and Its Applications in Interactive Theorem Proving

Author(s): Liao Zhang, Lasse Blaauwbroek, Cezary Kaliszyk & Josef Urban
Published in: Frontiers of Combining Systems. FroCoS 2023. Lecture Notes in Computer Science, Issue vol 14279, 2023, Page(s) 236-254, ISBN 978-3-031-43368-9
Publisher: Springer
DOI: 10.1007/978-3-031-43369-6_13

Benchmarking Approximate Consistent Query Answering

Author(s): Marco Calautti, Marco Console, Andreas Pieris
Published in: PODS'21: Proceedings of the 40th {ACM} SIGMOD-SIGACT-SIGAI Symposium on Principles of Database Systems, Virtual Event, China, June 20-25, 2021, Issue 2021, 2021
Publisher: ACM
DOI: 10.1145/3452021.3458309

Translating SUMO-K to Higher-Order Set Theory

Author(s): Chad E. Brown, Adam Pease & Josef Urban
Published in: Frontiers of Combining Systems. FroCoS 2023. Lecture Notes in Computer Science, Issue vol 14279, 2023, Page(s) 255-274, ISBN 978-3-031-43368-9
Publisher: Springer
DOI: 10.1007/978-3-031-43369-6_14

Abstraction in Data Integration

Author(s): Gianluca Cima, Marco Console, Maurizio Lenzerini, Antonella Poggi
Published in: 36th Annual ACM/IEEE Symposium on Logic in Computer Science, LICS 2021, Rome, Italy, June 29 - July 2, 2021, Issue 2021, 2021
Publisher: IEEE

Generative Clausal Networks: Relational Decision Trees as Probabilistic Circuits

Author(s): Fabrizio Ventola, Devendra Singh Dhami and Kristian Kersting
Published in: International Conference on Inductive Logic Programming, Issue 30, 2021
Publisher: Springer

Synthesis of Search Heuristics for Temporal Planning via Reinforcement Learning

Author(s): Micheli, A.; Valentini, A.
Published in: Proceedings of the AAAI Conference on Artificial Intelligence, 2021, Page(s) 11895-11902
Publisher: AAAI

Assessment of Manifold Unfolding in Trained Deep Neural Network Classifiers

Author(s): Š̌. Pócoš, I. Bečková, T. Kuzma, I. Farkaš
Published in: 1st TAILOR workshop, LNCS Springer, 2021, ISBN 978-3-030-73959-1
Publisher: Springer
DOI: 10.1007/978-3-030-73959-1_9

HPOBench: A Collection of Reproducible Multi-Fidelity Benchmark Problems for HPO

Author(s): Katharina Eggensperger, Philipp Müller, Neeratyoy Mallik, Matthias Feurer, Rene Sass, Aaron Klein, Noor Awad, Marius Lindauer, Frank Hutter
Published in: Thirty-fifth Conference on Neural Information Processing Systems Datasets and Benchmarks Track (Round 2), 2021
Publisher: Advances in Neural Information Processing Systems

Best-First Width Search for Lifted Classical Planning

Author(s): ‪Augusto B. Corrêa‬; Jendrik Seipp
Published in: The 32nd International Conference on Automated Planning and Scheduling, 2022
Publisher: AAAI

Design a Win-Win Strategy That Is Fair to Both Service Providers and Tasks When Rejection is Not an Option

Author(s): Yohai Trabelsi, Pan Xu, and Sarit Kraus
Published in: IJCAI 2024, 2024
Publisher: IJCAI 2024

Learning Constraint Networks over Unknown Constraint Languages

Author(s): Christian Bessiere, Clément Carbonnel, Areski Himeur
Published in: Proceedings of the Thirty-Second International Joint Conference on Artificial Intelligence, IJCAI 2023, 2023, Page(s) 1876--1883
Publisher: ijcai.org
DOI: 10.24963/ijcai.2023/208

Merge, Explain, Iterate: A Combination of MHS and MXP in an ABox Abduction Solver (Extended Abstract)

Author(s): Janka Boborová, Iveta Balintová, Júlia Pukancová and Martin Homola
Published in: Proceedings of the 36th International Workshop on Description Logics (DL 2023) co-located with the 20th International Conference on Principles of Knowledge Representation and Reasoning and the 21st International Workshop on Non-Monotonic Reasoning (KR 2023 and NMR 2023), 2023, ISSN 1613-0073
Publisher: CEUR-WS.org, Sun SITE Central Europe, RWTH Aachen

Safe Learning and Optimization Techniques: Towards a Survey of the State of the Art

Author(s): Youngmin Kim, Richard Allmendinger, Manuel López-Ibáñez
Published in: Trustworthy AI - Integrating Learning, Optimization and Reasoning - First International Workshop, TAILOR, 2021, Page(s) 123-139, ISBN 978-3-030-73959-1
Publisher: Springer International Publishing
DOI: 10.1007/978-3-030-73959-1_12

The impact of using constraints on counterfactual explanations

Author(s): Maciej Falbogowski, Jerzy Stefanowski, Zuzanna Trafas, Adam Wojciechowski
Published in: Proceedings of the 3rd Polish Conference on Artificial Intelligence PP-RAI, April 25-27, 2022, Gdynia, Poland, Issue 2022, 2022, Page(s) 81-84
Publisher: Gdynia Maritime University

Compositional Approach to Translate LTLf/LDLf into Deterministic Finite Automata

Author(s): Giuseppe De Giacomo; Marco Favorito
Published in: Proceedings of the Thirty-First International Conference on Automated Planning and Scheduling, 2021, Page(s) 122-130
Publisher: AAAI

A Boolean Extension of KLM-Style Conditional Reasoning

Author(s): Paterson-Jones, Guy and Casini, Giovanni and Meyer, Thomas
Published in: Artificial Intelligence Research. Communications in Computer and Information Science, Issue 1342, 2020, Page(s) 236-252, ISBN 978-3-030-66151-9
Publisher: Springer

On the Hardness of Probabilistic Neurosymbolic Learning

Author(s): Jaron Maene, Vincent Derkinderen, Luc De Raedt
Published in: Proceedings of the 41th International Conference on Machine Learning;, 2024
Publisher: ML Research Press

The Nondeterministic Situation Calculus

Author(s): Giuseppe De Giacomo; Yves Lespérance
Published in: Proceedings of the 18th International Conference on Principles of Knowledge Representation and Reasoning, 2021, Page(s) 216–226
Publisher: IJCAI

Resource Sharing Through Multi-Round Matchings

Author(s): Yohai Trabelsi, Abhijin Adiga, Sarit Kraus, S.S. Ravi, Daniel J. Rosenkrantz.
Published in: AAAI 2023, 2023
Publisher: AAAI

On Quantifying Literals in Boolean Logic and its Applications to Explainable AI (Extended Abstract)

Author(s): Adnan Darwiche, Pierre Marquis
Published in: Proceedings of the Thirty-First International Joint Conference on Artificial Intelligence, 2022, Page(s) 5718-5721
Publisher: IJCAI
DOI: 10.24963/ijcai.2022/797

Model-theoretic Characterizations of Rule-based Ontologies

Author(s): Marco Console, Phookion Kolaitis, Andreas Pieris
Published in: Proceedings of the 34th International Workshop on Description Logics (DL 2021) part of Bratislava Knowledge September (BAKS 2021), Bratislava, Slovakia, September 19th to 22nd, 2021, Issue 2021, 2021
Publisher: CEUR-WS.org

A Computationally Grounded Logic of 'Seeing-to-it-that'

Author(s): Andreas Herzig, Emiliano Lorini, Elise Perrotin
Published in: Proceedings of the Thirty-First International Joint Conference on Artificial Intelligence, IJCAI 2022, 2022, Page(s) 2648--2654
Publisher: ijca.org
DOI: 10.24963/ijcai.2022/367

Deriving a Single Interpretable Model by Merging Tree-Based Classifiers

Author(s): Valerio Bonsignori, Riccardo Guidotti, Anna Monreale
Published in: Discovery Science. DS 2021. Lecture Notes in Computer Science, Issue 12986, 2021, ISBN 978-3-030-88942-5
Publisher: Springer
DOI: 10.1007/978-3-030-88942-5_27

On the Power of Automata Minimization in Temporal Synthesis

Author(s): Shufang Zhu; Lucas M. Tabajara; Geguang Pu; Moshe Y. Vardi
Published in: The Twelfth International Symposium on Games, Automata, Logics, and Formal Verification, 2021, Page(s) 117--134
Publisher: EPTCS

A Direct Equivalence-Testing Algorithm for SLRs

Author(s): Ondřej Čepek; James Weigle
Published in: Proceedings of the International Symposium on Artificial Intelligence and Mathematics (ISAIM 2022), 2022
Publisher: ISAIM

Learning Aggregation Functions

Author(s): Pellegrini, Giovanni ; Frasconi, Paolo ; Passerini, Andrea; Jaeger, Manfred
Published in: Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence, 2021
Publisher: International Joint Conferences on Artificial Intelligence

A New Approach to Design Symmetry Invariant Neural Networks

Author(s): Piotr Kicki; Piotr Skrzypczyński; Mete Ozay
Published in: IEEE International Joint Conference on Neural Networks (IJCNN), Issue 2021, 2021, Page(s) 1-8
Publisher: IEEE

A Reinforcement Learning Environment for Multi-Service UAV-enabled Wireless Systems

Author(s): Damiano Brunori; Stefania Colonnese; Francesca Cuomo; Luca Iocchi
Published in: arxiv, 2021
Publisher: Cornell University
DOI: 10.48550/arxiv.2105.05094

Deriving Provably Correct Explanations for Decision Trees: The Impact of Domain Theories

Author(s): Gilles Audemard, Jean-Marie Lagniez, Pierre Marquis, Nicolas Szczepanski
Published in: Proceedings of the Thirty-ThirdInternational Joint Conference on Artificial Intelligence, 2024, Page(s) 3688-3696
Publisher: International Joint Conferences on Artificial Intelligence Organization
DOI: 10.24963/ijcai.2024/408

Robust Malware Classification via Deep Graph Networks on Call Graph Topologies

Author(s): Federico Errica, Giacomo Iadarola, Fabio Martinelli, Francesco Mercaldo, Alessio Micheli
Published in: ESANN 2021 proceedings, European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learnin, 2021, ISBN 97828758708
Publisher: ESANN
DOI: 10.14428/esann/2021.es2021-82

Saturated Post-hoc Optimization for Classical Planning.

Author(s): Jendrik Seipp; Thomas Keller; Malte Helmert
Published in: Proceedings of the 35th AAAI Conference on Artificial Intelligence, 2021, Page(s) 11947-11953
Publisher: AAAI Press
DOI: 10.5451/unibas-ep84299

Designing an XAI Interface for Tree-Based ML Models

Author(s): Gilles Audemard, Sylvie Coste-Marquis, Pierre Marquis, Mehdi Sabiri, Nicolas Szczepanski
Published in: Frontiers in Artificial Intelligence and Applications, ECAI 2024, 2024
Publisher: IOS Press
DOI: 10.3233/faia240599

Safe Reinforcement Learning via Probabilistic Logic Shields

Author(s): Wen-Chi Yang, Giuseppe Marra, Gavin Rens, Luc De Raedt
Published in: Proceedings of the Thirty-Second International Joint Conference on Artificial Intelligence, 2023, Page(s) 5739-5749, ISBN 978-1-956792-03-4
Publisher: International Joint Conferences on Artificial Intelligence
DOI: 10.24963/ijcai.2023/637

Inferring Agents Preferences as Priors for Probabilistic Goal Recognition

Author(s): Kin Max Gusmão; Ramon Fraga Pereira; Felipe Meneguzzi
Published in: SPARK Workshop (ICAPS), 2021
Publisher: AAAI

A Survey on Quantum Computer Simulators

Author(s): Zakaria Abdelmoiz Dahi, Enrique Alba, Rodrigo Gil-Merino, Francisco Chicano, Gabriel Luque
Published in: 19th Conference of the Spanish Association for Artificial Intelligence (CAEPIA), 2021, Page(s) 941-946, ISBN 978-84-09-30514-8
Publisher: CAEPIA

Synthesis with Mandatory Stop Actions

Author(s): Giuseppe De Giacomo; Antonio Di Stasio; Giuseppe Perelli; Shufang Zhu
Published in: Proceedings of the 18th International Conference on Principles of Knowledge Representation and Reasoning, 2021, Page(s) 237–246
Publisher: IJCAI

Sum-Product Loop Programming: From Probabilistic Circuits to Loop Programming

Author(s): Viktor Pfanschilling, Hikaru Shindo, Devendra Singh Dhami and Kristian Kersting
Published in: International Conference on Principles of Knowledge Representation and Reasoning, Issue 19, 2022
Publisher: IJCAI organization

Towards Continuous Automatic Audits of Social Media Adaptive Behavior and its Role in Misinformation Spreading

Author(s): J. Simko, M. Kompan, M. Bielikova et al
Published in: UMAP, 2022, ISBN 978-1-4503-8367-7
Publisher: Association for Computing Machinery
DOI: 10.1145/3450614.3463353

Guiding an Instantiation Prover with Graph Neural Networks

Author(s): Karel Chvalovský, Konstantin Korovin, Jelle Piepenbrock and Josef Urban
Published in: Proceedings of 24th International Conference on Logic for Programming, Artificial Intelligence and Reasoning, Issue vol 94, 2023, Page(s) pages 112--123
Publisher: EasyChair
DOI: 10.29007/tp23

Loopless Top-k Planning

Author(s): Julian von Tschammer; Robert Mattmüller; David Speck
Published in: The 32nd International Conference on Automated Planning and Scheduling, 2022
Publisher: AAAI

Intensional and Extensional Views in DL-Lite Ontologies

Author(s): Marco Console; Giuseppe De Giacomo; Maurizio Lenzerini; Manuel Namici
Published in: Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence, 2021, Page(s) 1822-1828
Publisher: IJCAI
DOI: 10.24963/ijcai.2021/251

Synthesizing Best-Effort Strategies under Multiple Environment Specifications

Author(s): Benjamin Aminof and Giuseppe De Giacomo and Alessio Lomuscio and Aniello Murano and Sasha Rubin
Published in: The 18th International Conference on Principles of Knowledge Representation and Reasoning, 2021
Publisher: IJCAI

Can language models automate data wrangling?

Author(s): Gonzalo Jaimovitch-Lopez, Cesar Ferri, Jose Hernandez-Orallo, Fernando Martínez-Plumed and María José Ramírez-Quintana
Published in: ECMLPKDD Workshop on Automating Data Science (ADS 2021), 2021
Publisher: Automating Data Science

An Agent-Based Model for Poverty and Discrimination Policy-Making

Author(s): Nieves Montes, Georgina Curto, Nardine Osman & Carles Sierra
Published in: AMPM 2022: 2nd Workshop in Agent-based Modeling & Policy-Making, 2022
Publisher: CEUR Workshop Proceedings
DOI: 10.48550/arxiv.2303.13994

Allocation Problem in Remote Teleoperation: Online Matching with Offline Reusable Resources and Delayed Assignments

Author(s): Osnat Ackerman Viden, Yohai Trabelsi, Pan Xu, Karthik Abinav Sankararaman, Oleg Maksimov and Sarit Kraus
Published in: AAMAS 2023, 2023
Publisher: IFAAMAS

Utilizing Assessment List for Trustworthy AI: three areas of improvement for ethics-based assessments and audits

Author(s): Adrian Gavornik, Juraj Podroužek, Matus Mesarcik, Sara Solarova, Stefan Oresko and Maria Bielikova
Published in: Proceedings of the 2nd Workshop on Adverse Impacts and Collateral Effects of Artificial Intelligence Technologies - AIofAI 2022, 2022, ISSN 1613-0073
Publisher: CEUR-WS.org, Sun SITE Central Europe, RWTH Aachen

Discovering Declarative Process Model Behavior from Event Logs via Model Learning

Author(s): Simone Agostinelli, Giacomo Bergami, Alessio Fiorenza, Fabrizio Maria Maggi, Andrea Marrella, Fabio Patrizi
Published in: 3rd International Conference on Process Mining, {ICPM} 2021, Eindhoven, The Netherlands, October 31 - Nov. 4, 2021, Issue 2021, 2021
Publisher: IEEE
DOI: 10.1109/icpm53251.2021.9576870

Complexity of Inconsistency-Tolerant Query Answering in Datalog+/--under Preferred Repairs

Author(s): Lukasiewicz, Thomas and Malizia, Enrico and Molinaro, Cristian
Published in: Proceedings of the International Conference on Principles of Knowledge Representation and Reasoning}, Issue Volume 19, number 1, 2023, Page(s) 472-481, ISBN 978-1-956792-02-7
Publisher: IJCAI Organization

On the Computation of Contrastive Explanations for Boosted Regression Trees

Author(s): Gilles Audemard, Jean-Marie Lagniez, Pierre Marquis
Published in: Frontiers in Artificial Intelligence and Applications, ECAI 2024, 2024
Publisher: IOS Press
DOI: 10.3233/faia240600

Online Learning of Action Models for PDDL Planning

Author(s): Leonardo Lamanna; Alessandro Saetti; Luciano Serafini; Alfonso Gerevini; Paolo Traverso
Published in: Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence, 2021, Page(s) 4112-4118
Publisher: IJCAI
DOI: 10.24963/ijcai.2021/566

Neuro-Symbolic Constraint Programming for Structured Prediction

Author(s): Dragone, Paolo; Teso, Stefano; Passerini, Andrea
Published in: NeSy’21: 15th International Workshop on Neural-Symbolic Learning and Reasoning, 2021
Publisher: ISSN 1613-0073 CEUR Workshop Proceedings

Explainable Multi-Agent Reinforcement Learning for Temporal Queries, I

Author(s): Kayla Boggess, Sarit Kraus and Lu Feng.
Published in: IJCAI 2023, 2023
Publisher: IJCAI

Toward Policy Explanations for Multi-Agent Reinforcement Learning, I

Author(s): Kayla Boggess, Sarit Kraus and Lu Feng.
Published in: JCAI 2022., 2022
Publisher: IJCAI

A Compiler for Weak Decomposable Negation Normal Form

Author(s): Petr Illner; Petr Kučera
Published in: Proceedings of the AAAI Conference on Artificial Intelligence, 2024, 2024
Publisher: AAAI
DOI: 10.1609/aaai.v38i9.28926

Parsing-Based Recognition of Hierarchical Plans Using the Grammar Constraint

Author(s): Kristýna Pantucková; Simona Ondrcková; Roman Barták
Published in: Proceedings of FLAIRS-36, 2023
Publisher: Florida Online Journals
DOI: 10.32473/flairs.36.133367

To Promote Full Cooperation in Social Dilemmas, Agents Need to Unlearn Loyalty

Author(s): Chin-wing Leung, Tom Lenaerts, Paolo Turrini
Published in: Proceedings of the Thirty-ThirdInternational Joint Conference on Artificial Intelligence, 2024, Page(s) 111-119
Publisher: International Joint Conferences on Artificial Intelligence Organization
DOI: 10.24963/ijcai.2024/13

Towards Compact and Explainable Deep Belief Networks

Author(s): Jan Bronec; Iveta Mrázová
Published in: Proceedings of International Joint Conference on Neural Networks (IJCNN 2024),, 2024
Publisher: IEEE
DOI: 10.1109/ijcnn60899.2024.10650547

On the Variation of Max Regret with respect to the Scaling of the Objectives

Author(s): Nic Wilson
Published in: Proceedings ECAI 2023, Issue 2023, 2023
Publisher: IOS Press
DOI: 10.3233/faia230571

Finite-Trace and Generalized-Reactivity Specifications in Temporal Synthesis

Author(s): Giuseppe De Giacomo; Antonio Di Stasio; Lucas M. Tabajara; Moshe Vardi; Shufang Zhu
Published in: Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence, 2021, Page(s) 1852-1858
Publisher: IJCAI
DOI: 10.24963/ijcai.2021/255

Learning Confidence Bounds for Classification with Imbalanced Data

Author(s): Matt Clifford, Jonathan Erskine, Alexander Hepburn, Raúl Santos-Rodríguez, Dario Garcia-Garcia
Published in: 27th European Conference on Artificial Intelligence (ECAI-2024) , 2024
Publisher: IOS Press

Online Action Recognition

Author(s): Suárez-Hernández, A.; Segovia-Aguas, J.; Torras, C.; Alenyà, G.
Published in: Proceedings of the AAAI Conference on Artificial Intelligence, 2021, Page(s) 11981-11989
Publisher: AAAI

A Dynamic Epistemic Logic with Finite Iteration and Parallel Composition

Author(s): Andreas Herzig; Frédéric Maris; Elise Perrotin
Published in: Proceedings of the 18th International Conference on Principles of Knowledge Representation and Reasoning, 2021, Page(s) 676–680
Publisher: IJCAI
DOI: 10.24963/kr.2021/68

Stream-level Latency Evaluation for Simultaneous Machine Translation

Author(s): Iranzo-Sánchez, Javier ; Civera, Jorge ; Juan, Alfons
Published in: EMNLP 2021, 2021
Publisher: Cornel University
DOI: 10.48550/arxiv.2104.08817

ASP-Based Declarative Process Mining

Author(s): Francesco Chiariello; Fabrizio Maria Maggi; Fabio Patrizi
Published in: The 36th AAAI Conference on Artificial Intelligence, 2022
Publisher: AAAI

OpenML Benchmarking Suites

Author(s): Bernd Bischl, Bernd Bischl, Giuseppe Casalicchio, Matthias Feurer, Pieter Gijsbers, Frank Hutter, Michel Lang, Rafael Gomes Mantovani, Jan van Rijn, Joaquin Vanschoren
Published in: Thirty-fifth Conference on Neural Information Processing Systems Datasets and Benchmarks Track (Round 2), 2021
Publisher: Advances in Neural Information Processing Systems

DP-CTGAN: Differentially Private Medical Data Generation using CTGANs

Author(s): Mei Ling Fang, Devendra Singh Dhami and Kristian Kersting,
Published in: Artificial Intelligence in Medicine, Issue 20, 2022
Publisher: Springer

Lessons Learned from the CYK Algorithm for Parsing-based Verification of Hierarchical Plans

Author(s): Simona Ondrcková; Roman Barták; Pascal Bercher;, Gregor Behnke
Published in: Proceedings of FLAIRS-36, 2023
Publisher: Florida Online Journals
DOI: 10.32473/flairs.36.133196

Optimizing Post-hoc Explainability Algorithm for Finding Faithful and Understandable Explanations for a Combination of Model, Task and Data

Author(s): Martin Tamajka, Marcel Vesely, Marian Simko
Published in: XAI at IJCAI 2022, 2022
Publisher: IJCAI

Guiding Genetic Programming with Graph Neural Networks

Author(s): Piotr Wyrwiński, Krzysztof Krawiec
Published in: Proceedings of the Genetic and Evolutionary Computation Conference Companion, 2024, Page(s) 551-554
Publisher: ACM
DOI: 10.1145/3638530.3654277

Landmark-Based Approaches for Goal Recognition as Planning

Author(s): Ramon Fraga Pereira; Nir Oren; Felipe Meneguzzi
Published in: The 31st International Conference on Automated Planning and Scheduling, 2021
Publisher: AAAI

piBO: Augmenting Acquisition Functions with User Beliefs for Bayesian Optimization

Author(s): Carl Hvarfner, Danny Stoll, Artur Souza, Marius Lindauer, Frank Hutter, Luigi Nardi
Published in: The Tenth International Conference on Learning Representations, 2022
Publisher: International Conference on Learning Representations

OPTION : optimization algorithm benchmarking ontology.

Author(s): Ana Kostovska, Diederick Vermetten, Carola Doerr, Sašo Džeroski, Panče Panov, Tome Eftimov
Published in: GECCO '21: Proceedings of the Genetic and Evolutionary Computation Conference Companion, 2021, Page(s) 239-240, ISBN 978-1-4503-8350-9
Publisher: ACM = Association for Computing Machinery
DOI: 10.1145/3449726.3459579

Explaining a probabilistic prediction on the simplex with Shapley compositions

Author(s): Paul-Gauthier Noé, Miquel Perelló-Nieto, Jean-François Bonastre, Peter Flach
Published in: 27th European Conference on Artificial Intelligence (ECAI-2024), 2024
Publisher: IOS Press

Constraint-Free Structure Learning with Smooth Acyclic Orientations

Author(s): Riccardo Massidda, Francesco Landolfi, Martina Cinquini, Davide Bacciu
Published in: The Twelfth International Conference on Learning Representations, 2024
Publisher: ICLR Proceedings

Computing Abductive Explanations for Boosted Trees

Author(s): Gilles Audemard, Jean-Marie Lagniez, Pierre Marquis, Nicolas Szczepanski
Published in: Proceedings of The 26th International Conference on Artificial Intelligence and Statistics, 2023, Page(s) PMLR 206:4699-4711
Publisher: MLResearchPress

Machine Learning for Utility Prediction in Argument-Based Computational Persuasion

Author(s): Donadello, Ivan; Hunter, Anthony; Teso, Stefano; Dragoni, Mauro
Published in: Proceedings of the Thirty-Sixth AAAI Conference on Artificial Intelligence, 2022
Publisher: AAAI Press
DOI: 10.48550/arxiv.2112.04953

Interventional Sum-Product Networks: Causal Inference with Tractable Probabilistic Models

Author(s): Matej Zecevic, Devendra Singh Dhami, Athresh Karanam, Sriraam Natarajan and Kristian Kersting
Published in: Advances in Neural Information Processing Systems, Issue 34, 2021
Publisher: Neural Information Processing Systems

An Efficient QAOA via a Polynomial QPU-Needless Approach

Author(s): Francisco Chicano, Zakaria Dahi, Gabriel Luque
Published in: Proceedings of the Companion Conference on Genetic and Evolutionary Computation, Issue 400, 2023, Page(s) 2187-2194, ISBN 9798400701207
Publisher: ACM
DOI: 10.1145/3583133.3596409

Interactive Label Cleaning with Example-based Explanations

Author(s): Teso, Stefano; Bontempelli, Andrea; Giunchiglia, Fausto; Passerini, Andrea
Published in: Advances in Neural Information Processing Systems, 2021
Publisher: Neural Information Processing Systems Foundation, Inc. (NIPS)

Optimising Communication Overhead in Federated Learning Using NSGA-II

Author(s): José Ángel Morell , Zakaria Abdelmoiz Dahi, Francisco Chicano, Gabriel Luque, Enrique Alba
Published in: 25th European Conference, EvoApplications 2022, Held as Part of EvoStar 2022, 2022, Page(s) xx-xx, ISSN 0302-9743
Publisher: Springer
DOI: 10.1007/978-3-031-02462-7_21

Finding Structure and Causality in Linear Programs

Author(s): Matej Zečević, Florian Peter Busch, Devendra Singh Dhami and Kristian Kersting
Published in: ICLR Workshop on the Elements of Reasoning: Objects, Structure and Causality, Issue 1, 2022
Publisher: openreview

Multi-Agent Abstract Argumentation Frameworks With Incomplete Knowledge of Attacks

Author(s): Andreas Herzig, Antonio Yuste-Ginel
Published in: Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence, IJCAI 2021, 2021, Page(s) 1922--1928
Publisher: ijca.org
DOI: 10.24963/ijcai.2021/265

An LP-Based Approach for Goal Recognition as Planning

Author(s): Luisa R. de A. Santos; Felipe Meneguzzi; Ramon Fraga Pereira; Andre G. Pereira
Published in: Thirty-Fifth AAAI Conference on Artificial Intelligence, 2021
Publisher: AAAI

Human-in-the-Loop Learning Methods Toward Safe DL-Based Autonomous Systems: A Review

Author(s): Prajit T. Rajendran, Huascar Espinoza, Agnes Delaborde, Chokri Mraidha
Published in: 2021
Publisher: Springer
DOI: 10.1007/978-3-030-83906-2\_20

Robust Solutions for Multi-Defender Stackelberg Security Games,

Author(s): Mutzari Yonatan Aumann and Sarit Kraus
Published in: IJCAI 2022, 2022
Publisher: IJCAI

Quick-Tune: Quickly Learning Which Pretrained Model to Finetune and How

Author(s): Sebastian Pineda Arango, Fabio Ferreira, Arlind Kadra, Frank Hutter, Josif Grabocka
Published in: arxiv, 2023
Publisher: arxiv
DOI: 10.48550/arxiv.2306.03828

Recognizing LTLf/PLTLf Goals in Fully Observable Non-Deterministic Domain Models

Author(s): Pereira, Ramon Fraga; Fuggitti, Francesco; De Giacomo, Giuseppe
Published in: arxiv, Issue 51, 2021
Publisher: Cornell University
DOI: 10.48550/arxiv.2103.11692

AutoML Adoption in ML Software

Author(s): van der Blom, Koen and Serban, Alex and Hoos, Holger and Visser, Joost
Published in: 8th ICML Workshop on Automated Machine Learning, 2021
Publisher: Openreview.net

EXPLAIN, AGREE and LEARN: A Recipe for Scalable Neural-Symbolic Learning

Author(s): Victor Verreet, Lennert De Smet, Emanuele Sansone
Published in: ICML Workshop: Knowledge and Logical Reasoning in the Era of Data-driven Learning, Location, 2023
Publisher: ICML workshop website

Can Fairness be Automated? Guidelines and Opportunities for Fairness-aware AutoML

Author(s): Hilde Weerts, Florian Pfisterer, Matthias Feurer, Katharina Eggensperger, Edward Bergman, Noor Awad, Joaquin Vanschoren, Mykola Pechenizkiy, Bernd Bischl, Frank Hutter
Published in: arxiv, 2023
Publisher: arxiv
DOI: 10.48550/arxiv.2303.08485

Behavioral QLTL

Author(s): De Giacomo, Giuseppe; Perelli, Giuseppe
Published in: arxiv, Issue 53, 2021
Publisher: Cornell University
DOI: 10.48550/arxiv.2102.11184

Reproducibility of Machine Learning: Terminology, Recommendations and Open Issues

Author(s): Albertoni, Riccardo and Colantonio, Sara and Skrzypczynski, Piotr and Stefanowski, Jerzy
Published in: Computing Research Repository (CoRR), 2023, ISSN 2331-8422
Publisher: arXiv.org e-Print Archive
DOI: 10.48550/arxiv.2302.12691

Planning for Temporally Extended Goals in Pure-Past Linear Temporal Logic: A Polynomial Reduction to Standard Planning

Author(s): Giuseppe De Giacomo; Marco Favorito; Francesco Fuggitti
Published in: arxiv, 2022
Publisher: Cornell University
DOI: 10.48550/arxiv.2204.09960

Maximal and minimal dynamic Petri net slicing

Author(s): Llorens, Marisa; Oliver, Javier; Silva, Josep; Tamarit, Salvador
Published in: Arxiv, Issue 13, 2021
Publisher: Arxiv

Self-Correcting Bayesian Optimization through Bayesian Active Learning

Author(s): Carl Hvarfner, Erik Hellsten, Frank Hutter, Luigi Nardi
Published in: 2023
Publisher: arxiv
DOI: 10.48550/arxiv.2304.11005

Advances in MetaDL: AAAI 2021 Challenge and Workshop

Author(s): El Baz, Adrian and Guyon, Isabelle and Liu, Zhengying and van Rijn, Jan N. and Treguer, Sebastien and Vanschoren, Joaquin
Published in: Proceedings of Machine Learning Research, 2021
Publisher: Proceedings of Machine Learning Research

Conditional Teaching Size

Author(s): Garcia-Piqueras, Manuel; Hernández-Orallo, José
Published in: Conditional Teaching Size, Issue 24, 2021
Publisher: Arxiv

Evaluating Perceptual Distance Models by Fitting Binomial Distributions to Two-Alternative Forced Choice Data

Author(s): Alexander Hepburn, Raul Santos-Rodriguez , Javier Portilla
Published in: 2024
Publisher: arXiv

Learning constraints through partial queries

Author(s): Christian Bessiere, Clément Carbonnel, Anton Dries, Emmanuel Hebrard, George Katsirelos, Nina Narodytska, Claude-Guy Quimper, Kostas Stergiou, Dimosthenis C. Tsouros, Toby Walsh
Published in: Artif. Intell., Issue volume 319, 2023, Page(s) 103896, ISSN 0004-3702
Publisher: Elsevier BV
DOI: 10.1016/j.artint.2023.103896

GLocalX - From Local to Global Explanations of Black Box AI Models

Author(s): Mattia Setzu and Riccardo Guidotti and Anna Monreale and Franco Turini and Dino Pedreschi and Fosca Giannotti
Published in: Artificial Intelligence Journal, Issue 294, 2021, Page(s) 103457, ISSN 0004-3702
Publisher: Elsevier BV
DOI: 10.1016/j.artint.2021.103457

Classifier calibration: a survey on how to assess and improve predicted class probabilities

Author(s): Telmo Silva Filho, Hao Song, Miquel Perello-Nieto, Raul Santos-Rodriguez, Meelis Kull, Peter Flach
Published in: Machine Learning, Issue 112, 2023, Page(s) 3211-3260, ISSN 0885-6125
Publisher: Kluwer Academic Publishers
DOI: 10.1007/s10994-023-06336-7

Climate Variability Indices—A Guided Tour

Author(s): Mateusz Norel; Michał Kałczyński; Iwona Pińskwar; Krzysztof Krawiec; Zbigniew W. Kundzewicz
Published in: Geosciences, Issue 1, 2021, ISSN 2076-3263
Publisher: MDPI
DOI: 10.3390/geosciences11030128

Reason-able embeddings: Learning concept embeddings with a transferable neural reasoner

Author(s): Dariusz Max Adamski, Jędrzej Potoniec
Published in: Semantic Web, 2023, Page(s) 1-33, ISSN 1570-0844
Publisher: IOS Press
DOI: 10.3233/sw-233355

The art of compensation: How hybrid teams solve collective-risk dilemmas

Author(s): Inês Terrucha, Elias Fernández Domingos, Francisco C. Santos, Pieter Simoens, Tom Lenaerts
Published in: PLOS ONE, Issue 19, 2024, Page(s) e0297213, ISSN 1932-6203
Publisher: Public Library of Science
DOI: 10.1371/journal.pone.0297213

Machine Learning Modeling of Climate Variability Impact on River Runoff

Author(s): Norel, Mateusz and Krawiec, Krzysztof and Kundzewicz, Zbigniew W
Published in: Water, Issue 9, 2021, ISSN 2073-4441
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/w13091177

K-plex cover pooling for graph neural networks

Author(s): Davide Bacciu; Alessio Conte; Roberto Grossi; Francesco Landolfi; Andrea Marino
Published in: Data Mining and Knowledge Discovery, Issue 5, 2021, ISSN 1384-5810
Publisher: Kluwer Academic Publishers
DOI: 10.1007/s10618-021-00779-z

Auditing YouTube’s Recommendation Algorithm for Misinformation Filter Bubbles

Author(s): Ivan Srba, Robert Moro, Matus Tomlein, Branislav Pecher, Jakub Simko, Elena Stefancova, Michal Kompan, Andrea Hrckova, Juraj Podrouzek, Adrian Gavornik, and Maria Bielikova
Published in: ACM Transactions on Recommender Systems Volume 1 Issue 1 Article No.: 6 pp 1–33, 2022, ISSN 2770-6699
Publisher: Association for Computing Machinery
DOI: 10.1145/3568392

A Comparative Study of Two Rule-Based Explanation Methods for Diabetic Retinopathy Risk Assessment

Author(s): Maaroof, Najlaa and Moreno, Antonio and Valls, Aida and Jabreel, Mohammed and Szeląg, Marcin
Published in: Applied Sciences, Issue 7, 2022, ISSN 2076-3417
Publisher: MDPI
DOI: 10.3390/app12073358

Hierarchical Task Assignment and Path Finding with Limited Communication for Robot Swarms

Author(s): "Dario Albani and Wolfgang {H\""onig} and Daniele Nardi and Nora Ayanian and Vito Trianni"
Published in: Applied Sciences, 2021, ISSN 2076-3417
Publisher: MDPI
DOI: 10.3390/app11073115

P systems in the time of COVID-19

Author(s): Fernando Baquero; Marcelino Campos; Carlos Llorens; José M. Sempere
Published in: P systems in the time of COVID-19, Issue 18, 2021, ISSN 2523-8914
Publisher: Springer
DOI: 10.1007/s41965-021-00083-1

Embedding reactive behavior into artifact-centric business process models

Author(s): Xavier Oriol; Giuseppe De Giacomo; Montserrat Estañol; Ernest Teniente
Published in: Future Generation Computer Systems, 2021, ISSN 0167-739X
Publisher: Elsevier BV
DOI: 10.1016/j.future.2020.11.018

The impact of data difficulty factors on classification of imbalanced and concept drifting data streams

Author(s): Dariusz Brzezinski and Leandro L. Minku and Tomasz Pewinski and Jerzy Stefanowski and Artur Szumaczuk
Published in: Knowledge Information Systems, Issue 63, 2021, Page(s) 1429-1469, ISSN 0219-1377
Publisher: Springer Verlag
DOI: 10.1007/s10115-021-01560-w

Instance-Level Update in DL-Lite Ontologies through First-Order Rewriting

Author(s): Giuseppe De Giacomo; Xavier Oriol; Riccardo Rosati; Domenico Fabio Savo
Published in: Journal of Artificial Intelligence Research, 2021, Page(s) 1335--1371, ISSN 1076-9757
Publisher: Morgan Kaufmann Publishers, Inc.
DOI: 10.1613/jair.1.12414

Synthesis and Properties of Optimally Value-Aligned Normative Systems

Author(s): Nieves Montes, Carles Sierra
Published in: Journal of Artificial Intelligence Research, Issue 74, 2022, Page(s) 1739-1774, ISSN 1076-9757
Publisher: Morgan Kaufmann Publishers, Inc.
DOI: 10.1613/jair.1.13487

Learning MAX-SAT from contextual examples for combinatorial optimisation

Author(s): Mohit Kumar, Samuel Kolb, Stefano Teso, Luc De Raedt
Published in: Artificial Intelligence, Issue 314, 2024, Page(s) 103794, ISSN 0004-3702
Publisher: Elsevier BV
DOI: 10.1016/j.artint.2022.103794

Generalizing Downsampling from Regular Data to Graphs

Author(s): Davide Bacciu, Alessio Conte, Francesco Landolfi
Published in: Proceedings of the AAAI Conference on Artificial Intelligence, Issue 37, 2023, Page(s) 6718-6727, ISSN 2374-3468
Publisher: AAAI press
DOI: 10.1609/aaai.v37i6.25824

Dynastic Potential Crossover Operator

Author(s): Chicano Francisco, Ochoa Gabriela, Whitley L. Darrell, Tinós, Renato
Published in: Evolutionary Computation, 2021, Page(s) 1-35, ISSN 1063-6560
Publisher: MIT Press
DOI: 10.1162/evco_a_00305

A Lightweight Epistemic Logic and its Application to Planning

Author(s): Martin C. Cooper; Andreas Herzig; Faustine Maffre; Frédéric Maris; Elise Perrotin; Pierre Régnier
Published in: Artificial Intelligence, 2020, ISSN 0004-3702
Publisher: Elsevier BV
DOI: 10.1016/j.artint.2020.103437

Instilling moral value alignment by means of multi-objective reinforcement learning

Author(s): Rodriguez-Soto, M., Serramia, M., Lopez-Sanchez, M. et al
Published in: Ethics and Information Technology, 2022, ISSN 1388-1957
Publisher: Kluwer Academic Publishers
DOI: 10.1007/s10676-022-09635-0

Enhancing and Evaluating the Product Fuzzy DPLL Solver

Author(s): Ivor Uhliarik
Published in: SN Comput. Sci. 3(5): 388, 2022, ISSN 2661-8907
Publisher: Springer
DOI: 10.1007/s42979-022-01192-z

ReliefE : feature ranking in high dimensional spaces via manifold embeddings

Author(s): Blaž Škrlj, Sašo Džeroski, Nada Lavrač and Matej Petković
Published in: Machine learning, Issue 111, 2022, Page(s) 273-317, ISSN 0885-6125
Publisher: Kluwer Academic Publishers
DOI: 10.1007/s10994-021-05998-5

ACVIZ: A tool for the visual analysis of the configuration of algorithms with irace

Author(s): Marcelo de Souza, Marcus Ritt, Manuel Lopez-Ibanez, Leslie Pérez Cáceres
Published in: Operations Research Perspectives, 2021, Page(s) 100186, ISSN 2214-7160
Publisher: Elsevier BV
DOI: 10.1016/j.orp.2021.100186

Resource separation in dynamic logic of propositional assignments

Author(s): Joseph Boudou; Andreas Herzig; Nicolas Troquard
Published in: Journal of Logical and Algebraic Methods in Programming, 2021, ISSN 2352-2208
Publisher: Elsevier BV
DOI: 10.1016/j.jlamp.2021.100683

What makes multi-class imbalanced problems difficult? An experimental study

Author(s): Mateusz Lango, Jerzy Stefanowski
Published in: Expert Systems with Applications, Issue 199, 2022, ISSN 0957-4174
Publisher: Pergamon Press Ltd.
DOI: 10.1016/j.eswa.2022.116962

Metamodeling and metaquerying in OWL 2 QL

Author(s): Maurizio Lenzerini, Lorenzo Lepore, Antonella Poggi
Published in: Artificial Intelligence, Issue 292, 2021, ISSN 0004-3702
Publisher: Elsevier BV

A computational model of Ostrom's Institutional Analysis and Development framework

Author(s): Nieves Montes, Nardine Osman, Carles Sierra
Published in: Artificial Intelligence, Issue 311, 2024, Page(s) 103756, ISSN 0004-3702
Publisher: Elsevier BV
DOI: 10.1016/j.artint.2022.103756

Inferring strategies from observations in long iterated Prisoner’s dilemma experiments

Author(s): Eladio Montero-Porras, Jelena Grujić, Elias Fernández Domingos, Tom Lenaerts
Published in: Scientific Reports, Issue 12, 2022, ISSN 2045-2322
Publisher: Nature Publishing Group
DOI: 10.1038/s41598-022-11654-2

Metaheuristics on quantum computers: Inspiration, simulation and real execution

Author(s): Zakaria Abdelmoiz Dahi, Enrique Alba
Published in: Future Generation Computer Systems, 2022, Page(s) 164-180, ISSN 0167-739X
Publisher: Elsevier BV
DOI: 10.1016/j.future.2021.12.015

A multidimensional culturally adapted representation of emotions for affective computational simulation and recognition

Author(s): Joaquín Taverner; Emilio Vivancos; Vicente Botti
Published in: IEEE Transaction on Affective Computing, Issue 12, 2022, ISSN 1949-3045
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/taffc.2020.3030586

Explaining the performance of multilabel classification methods with data set properties

Author(s): Jasmin Bogatinovski,Ljupčo Todorovski,Sašo Džeroski,Dragi Kocev
Published in: International journal of intelligent systems, 2022, ISSN 0884-8173
Publisher: John Wiley & Sons Inc.
DOI: 10.1002/int.22840

FairLens: Auditing black-box clinical decision support systems

Author(s): Cecilia Panigutti, Alan Perotti, André Panisson, Paolo Bajardi, Dino Pedreschi
Published in: Information Processing & Management, Issue 58, 2021, ISSN 0306-4573
Publisher: Pergamon Press Ltd.
DOI: 10.1016/j.ipm.2021.102657

Hybridization of Evolutionary Operators with Elitist Iterated Racing for the Simulation Optimization of Traffic Lights Programs

Author(s): Christian Cintrano, Javier Ferrer, Manuel López-Ibáñez, Enrique Alba
Published in: Evolutionary Computation, Issue 31, 2023, Page(s) 31-51, ISSN 1530-9304
Publisher: MIT Press
DOI: 10.1162/evco_a_00314

General intelligence disentangled via a generality metric for natural and artificial intelligence.

Author(s): José Hernández-Orallo; José Hernández-Orallo; Bao Sheng Loe; Lucy G. Cheke; Fernando Martínez-Plumed; Seán Ó hÉigeartaigh
Published in: Scientific Reports, Vol 11, Iss 1, Pp 1-16 (2021), Issue 41, 2021, ISSN 2045-2322
Publisher: Nature Publishing Group
DOI: 10.17863/cam.78481

Signalling boosts the evolution of cooperation in repeated group interactions

Author(s): Luis A. Martinez-Vaquero; Francisco C. Santos; Vito Trianni
Published in: Journal of the Royal Society Interface, Issue 58, 2020, ISSN 1742-5662
Publisher: The Royal Society Publishing
DOI: 10.1098/rsif.2020.0635

SAMBA: AGeneric Framework for Secure Federated Multi-Armed Bandits

Author(s): Radu Ciucanu and Pascal Lafourcade and Gael Marcadet and Marta Soare
Published in: Journal of Artificial Intelligence Research, 2022, ISSN 1076-9757
Publisher: Morgan Kaufmann Publishers, Inc.
DOI: 10.1613/jair.1.13163

Explaining and predicting customer churn by monotonic rules induced from ordinal data

Author(s): Marcin Szeląg and Roman Słowiński
Published in: European Journal of Operational Research, Issue 2023, 2023, ISSN 0377-2217
Publisher: Elsevier BV
DOI: 10.1016/j.ejor.2023.09.028

Combining theory of mind and abductive reasoning in agent-oriented programming

Author(s): Nieves Montes, Michael Luck, Nardine Osman, Odinaldo Rodrigues, Carles Sierra
Published in: Autonomous Agents and Multi-Agent Systems, Issue 37, 2023, ISSN 1387-2532
Publisher: Kluwer Academic Publishers
DOI: 10.1007/s10458-023-09613-w

Evaluating local explanation methods on ground truth

Author(s): Riccardo Guidotti; Riccardo Guidotti
Published in: Artificial Intelligence, Issue 89, 2021, ISSN 0004-3702
Publisher: Elsevier BV
DOI: 10.1016/j.artint.2020.103428

Improvement of Contact Tracing with Citizen's Distributed Risk Maps.

Author(s): Miguel Rebollo; Rosa M. Benito; Juan Carlos Losada; Javier Galeano
Published in: Entropy, Issue 7, 2021, ISSN 1099-4300
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/e23050638

Optimal training of integer-valued neural networks with mixed integer programming

Author(s): Tómas Thorbjarnarson; Neil Yorke-Smith
Published in: urn:issn:1932-6203, Issue 57, 2023, ISSN 1932-6203
Publisher: Public Library of Science
DOI: 10.1371/journal.pone.0261029

Effective anytime algorithm for multiobjective combinatorial optimization problems

Author(s): Miguel Ángel Domínguez-Ríos, Francisco Chicano, Enrique Alba
Published in: Information Sciences, 2021, Page(s) 210-228, ISSN 0020-0255
Publisher: Elsevier BV
DOI: 10.1016/j.ins.2021.02.074

Reasoning about causality in games

Author(s): Hammond, Lewis, James Fox, Tom Everitt, Ryan Carey, Alessandro Abate, and Michael Wooldridge
Published in: Artificial Intelligence, Issue Volume 320, 2023, Page(s) 103919, ISSN 1872-7921
Publisher: Elsevier

Automating data science

Author(s): Tijl De Bie, Luc De Raedt, José Hernández-Orallo, Holger H. Hoos, Padhraic Smyth, Christopher K. I. Williams
Published in: Communications of the ACM, Issue vol. 65, issue 3, 2022, Page(s) 76–87, ISSN 0001-0782
Publisher: Association for Computing Machinary, Inc.
DOI: 10.1145/3495256

Towards a Framework for Certification of Reliable Autonomous Systems

Author(s): Michael Fisher; Viviana Mascardi; Kristin Yvonne Rozier; Bernd-Holger Schlingloff; Michael Winikoff; Neil Yorke-Smith
Published in: Fisher , M , Mascardi , V , Rozier , K , Schlingloff , B-H , Winikoff , M & Yorke-Smith , N 2020 , ' Towards a framework for certification of reliable autonomous systems ' , Autonomous Agents and Multi-Agent Systems . https://doi.org/10.1007/s10458-020-09487-2, Issue 11, 2021, ISSN 1387-2532
Publisher: Kluwer Academic Publishers
DOI: 10.1007/s10458-020-09487-2

The Delay and Window Size Problems in Rule-Based Stream Reasoning

Author(s): Alessandro Ronca; Mark Kaminski; Bernardo Cuenca Grau; Ian Horrocks
Published in: Artificial Intelligence, 2022, ISSN 0004-3702
Publisher: Elsevier BV
DOI: 10.1016/j.artint.2022.103668

Focused categorization power of ontologies: General framework and study on simple existential concept expressions

Author(s): Vojtěch Svátek, Ondřej Zamazal, Viet Bach Nguyen, Jiří Ivánek, Ján Kľuka, Miroslav Vacura
Published in: Semantic Web, Issue 14, 2023, Page(s) 1209-1253, ISSN 1570-0844
Publisher: IOS Press
DOI: 10.3233/sw-233401

Capping Methods for the Automatic Configuration of Optimization Algorithms

Author(s): Marcelo De Souza, Marcus Ritt, Manuel Lopez-Ibanez
Published in: Computers and Operations Research, 2022, Page(s) 105615, ISSN 0305-0548
Publisher: Pergamon Press Ltd.
DOI: 10.1016/j.cor.2021.105615

What and How of Machine Learning Transparency:Building Bespoke Explainability Tools withInteroperable Algorithmic Components

Author(s): Kacper Sokol, Alexander Hepburn, Raul Santos-Rodriguez, Peter Flach
Published in: Journal of Open Source Education, Issue 5, 2022, Page(s) 175, ISSN 2577-3569
Publisher: Journal of Open Source Education
DOI: 10.21105/jose.00175

Benchmarking and survey of explanation methods for black box models

Author(s): Francesco Bodria, Fosca Giannotti, Riccardo Guidotti, Francesca Naretto, Dino Pedreschi, Salvatore Rinzivillo
Published in: Data Mining and Knowledge Discovery, Issue 37, 2024, Page(s) 1719-1778, ISSN 1384-5810
Publisher: Kluwer Academic Publishers
DOI: 10.1007/s10618-023-00933-9

A multi-objective approach for communication reduction in federated learning under devices heterogeneity constraints

Author(s): José Ángel Morell, Zakaria Abdelmoiz Dahi, Francisco Chicano, Gabriel Luque, Enrique Alba
Published in: Future Generation Computer Systems, Issue 155, 2024, Page(s) 367-383, ISSN 0167-739X
Publisher: Elsevier BV
DOI: 10.1016/j.future.2024.02.022

FAT Forensics: A Python toolbox for algorithmic fairness, accountability and transparency

Author(s): Kacper Sokol, Raul Santos-Rodriguez, Peter Flach
Published in: Software Impacts, Issue 14, 2023, Page(s) 100406, ISSN 2665-9638
Publisher: Elsevier
DOI: 10.1016/j.simpa.2022.100406

MLLP-VRAIN Spanish ASR Systems for the Albayzín-RTVE 2020 Speech-to-Text Challenge: Extension

Author(s): Baquero-Arnal, Pau; Jorge, Javier; Giménez, Adrià; Iranzo-Sánchez, Javier; Pérez-González-de-Martos, Alejandro; Garcés Díaz-Munío, Gonçal V; Silvestre-Cerdà, Joan Albert; Civera, Jorge; Sanchis, Albert; Juan, Alfons
Published in: Applies Sciences, 2022, ISSN 2076-3417
Publisher: MDPI
DOI: 10.3390/app12020804

Feature ranking for semi-supervised learning

Author(s): Matej Petković, Sašo Džeroski & Dragi Kocev
Published in: Machine Learning Journal, Issue vol. 111, 2022, ISSN 0885-6125
Publisher: Kluwer Academic Publishers
DOI: 10.1007/s10994-022-06181-0

Qualitative uncertainty and dynamics of argumentation through dynamic logic

Author(s): Antonio Yuste-Ginel and Andreas Herzig
Published in: J. Log. Comput., Issue volume 33, number 2, 2022, Page(s) 370--405, ISSN 0955-792X
Publisher: Oxford University Press
DOI: 10.1093/logcom/exac098

Exact stochastic constraint optimisation with applications in network analysis

Author(s): Latour, Anna L.D. and Babaki, Behrouz and Fokkinga, Daniel and Anastacio, Marie and Hoos, Holger H. and Nijssen, Siegfried
Published in: Artificial Intelligence, 2022, ISSN 0004-3702
Publisher: Elsevier BV
DOI: 10.1016/j.artint.2021.103650

Experimental Evaluation of Description Logic Concept Learning Algorithms for Static Malware Detection

Author(s): P. Švec, Š. Balogh, M. Homola
Published in: Proceedings of the 7th International Conference on Information Systems Security and Privacy - Volume 1: ForSE, 2021, ISSN 2184-4356
Publisher: SciTePress
DOI: 10.5220/0010429707920799

Evolution of a theory of mind

Author(s): Tom Lenaerts, Marco Saponara, Jorge M. Pacheco, Francisco C. Santos
Published in: iScience, Issue 27, 2024, Page(s) 108862, ISSN 2589-0042
Publisher: Cell Press (Elsevier)
DOI: 10.1016/j.isci.2024.108862

On Quantifying Literals in Boolean Logic and its Applications to Explainable AI

Author(s): Adnan Darwiche, Pierre Marquis
Published in: Journal of Artificial Intelligence Research, Issue 72(1), 2021, ISSN 1076-9757
Publisher: Morgan Kaufmann Publishers, Inc.
DOI: 10.1613/jair.1.12756

Interpretable representations in explainable AI: from theory to practice

Author(s): Kacper Sokol, Peter Flach
Published in: Data Mining and Knowledge Discovery, Issue 38, 2024, Page(s) 3102-3140, ISSN 1384-5810
Publisher: Kluwer Academic Publishers
DOI: 10.1007/s10618-024-01010-5

Order-sorted equational generalization algorithm revisited

Author(s): Maria Alpuente, ·Santiago Escobar, Jose ́ Meseguer, Julia Sapiña
Published in: Annals of Mathematics and Artificial Intelligence, 2021, ISSN 1573-7470
Publisher: Spring Nature
DOI: 10.1007/s10472-021-09771-1

Secure Protocols for Cumulative Reward Maximization in Stochastic Multi-Armed Bandits

Author(s): Ciucanu, R. and Lafourcade, P. Lombard-Platet, M. and Soare, M.
Published in: Journal of Computer Security, 2022, ISSN 0926-227X
Publisher: IOS Press

Situation calculus for controller synthesis in manufacturing systems with first-order state representation

Author(s): Giuseppe De Giacomo; Paolo Felli; Brian Logan; Fabio Patrizi; Sebastian Sardiña
Published in: Artificial Intelligence, 2021, ISSN 0004-3702
Publisher: Elsevier BV
DOI: 10.1016/j.artint.2021.103598

On the complexity of rational verification

Author(s): Gutierrez, Julian and Najib, Muhammad and Perelli, Giuseppe and Wooldridge, Michael
Published in: Annals of Mathematics and Artificial Intelligence, Issue Volume 91, number 4, 2023, Page(s) 409-430, ISSN 1012-2443
Publisher: Kluwer Academic Publishers

Enhancing Lattice-Based Motion Planning With Introspective Learning and Reasoning

Author(s): Mattias Tiger; David Bergström; Andreas Norrstig; Fredrik Heintz
Published in: IEEE Robotics and Automation Letters, 2021, Page(s) 4385--4392, ISSN 2377-3766
Publisher: IEEE
DOI: 10.1109/lra.2021.3068550

Online learning of variable ordering heuristics for constraint optimisation problems

Author(s): Floris Doolaard; Neil Yorke-Smith
Published in: Crossref, Issue 30, 2022, ISSN 1012-2443
Publisher: Kluwer Academic Publishers
DOI: 10.1007/s10472-022-09816-z

Digital twins: State of the art theory and practice, challenges, and open research questions

Author(s): Sharma, Angira and Kosasih, Edward and Zhang, Jie and Brintrup, Alexandra and Calinescu, Anisoara
Published in: Journal of Industrial Information Integration, 2022, Page(s) 100383, ISSN 2452-414X
Publisher: Elsevier
DOI: 10.1016/j.jii.2022.100383

Lifted Model Checking for Relational MDPs

Author(s): Wen-Chi Yang, Jean-Francois Raskin, Luc De Raedt
Published in: Machine Learning, 2021, ISSN 0885-6125
Publisher: Kluwer Academic Publishers

Enabling Game-Theoretical Analysis of Social Rules

Author(s): Nieves Montes, Nardine Osman, Carles Sierra
Published in: Volume 339: Artificial Intelligence Research and Development, 2021, ISSN 1879-8314
Publisher: IOS Press
DOI: 10.3233/faia210120

Automating Data Science: Prospects and Challenges

Author(s): De Bie, Tijl and De Raedt, Luc and Hernandez-Orallo, Jose and Hoos, Holger H and Smyth, Padhraic and Williams, Christopher KI
Published in: Communications of the ACM, 2021, ISSN 0001-0782
Publisher: Association for Computing Machinary, Inc.

Dynamic and adaptive fault-tolerant asynchronous federated learning using volunteer edge devices

Author(s): José Ángel Morell, Enrique Alba
Published in: Future Generation Computer Systems, Issue 133, 2024, Page(s) 53-67, ISSN 0167-739X
Publisher: Elsevier BV
DOI: 10.1016/j.future.2022.02.024

autoBOT: evolving neuro-symbolic representations for explainable low resource text classification

Author(s): Blaž Škrlj, Matej Martinc, Nada Lavrač & Senja Pollak
Published in: Machine learning, Issue vol. 110, iss. 4, 2021, Page(s) 989–1028, ISSN 0885-6125
Publisher: Kluwer Academic Publishers
DOI: 10.1007/s10994-021-05968-x

Fuzzy OWL-BOOST: Learning Fuzzy Concept Inclusions via Real-Valued Boosting

Author(s): Franco Alberto Cardillo and Umberto Straccia
Published in: Fuzzy Sets and Systems, 2021, ISSN 0165-0114
Publisher: Elsevier BV
DOI: 10.1016/j.fss.2021.07.002

A Fresh Approach to Evaluate Performance in Distributed Parallel Genetic Algorithms

Author(s): Harada, Tomohiro; Alba, Enrique; Luque, Gabriel
Published in: Applied Soft Computing, Issue 10, 2022, Page(s) 108540, ISSN 1568-4946
Publisher: Elsevier BV
DOI: 10.1016/j.asoc.2022.108540

On the handling of inconsistent systems of max-min fuzzy relational equations

Author(s): Ismaïl Baaj
Published in: Fuzzy Sets and Systems, Issue 482, 2024, Page(s) 108912, ISSN 0165-0114
Publisher: Elsevier BV
DOI: 10.1016/j.fss.2024.108912

Cooperative concurrent games

Author(s): Julian Gutierrez, Szymon Kowara, Sarit Kraus, Thomas Steeples, and Michael J. Wooldridge
Published in: Artificial Intelligence, Issue Volume 314, 2023, Page(s) 103806, ISSN 1872-7921
Publisher: Elsevier

Knowledge-Driven Data Ecosystems Toward Data Transparency

Author(s): Sandra Geisler, Maria-Esther Vidal, Cinzia Cappiello, Farias Loscio, Avigdor Gal, Matthias Jarke, Maurizio Lenzerini, Paolo Missier, Boris Otto, Elda Paja, Barbara Pernici, Jakob Rehof
Published in: ACM Journal of Data and Information Quality, Issue 14, 2022, ISSN 1936-1955
Publisher: Association for Computing Machinary, Inc.
DOI: 10.1145/3467022

A tensor framework for learning in structured domains

Author(s): Daniele Castellana, Davide Bacciu
Published in: Neurocomputing, Issue 470, 2022, Page(s) 405-426, ISSN 0925-2312
Publisher: Elsevier BV
DOI: 10.1016/j.neucom.2021.05.110

Explaining Deep Graph Networks via Input Perturbation

Author(s): Davide Bacciu, Danilo Numeroso
Published in: IEEE Transactions on Neural Networks and Learning Systems, Issue 34, 2024, Page(s) 10334-10345, ISSN 2162-237X
Publisher: IEEE Computational Intelligence Society
DOI: 10.1109/tnnls.2022.3165618

Occlusion-Based Explanations in Deep Recurrent Models for Biomedical Signals

Author(s): Michele Resta; Anna Monreale; Davide Bacciu
Published in: Issue 8, Issue 68, 2020, ISSN 1099-4300
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/e23081064

Defense coordination in security games: Equilibrium analysis and mechanism design

Author(s): Jiarui Gan, Edith Elkind, Sarit Kraus, and Michael J. Wooldridge
Published in: Artificial Intelligence, Issue Volume 313, 2022, Page(s) 103791, ISSN 1872-7921
Publisher: Elsevier

Deep Graph Networks for Drug Repurposing With Multi-Protein Targets

Author(s): Davide Bacciu, Federico Errica, Alessio Gravina, Lorenzo Madeddu, Marco Podda, Giovanni Stilo
Published in: IEEE Transactions on Emerging Topics in Computing, Issue 12, 2024, Page(s) 177-189, ISSN 2168-6750
Publisher: IEEE Computer Society
DOI: 10.1109/tetc.2023.3238963

Live Streaming Speech Recognition Using DeepBidirectional LSTM Acoustic Models andInterpolated Language Models

Author(s): Javier Jorge Adrià Giménez, Joan Albert Silvestre-Cerdà Jorge Civera Albert Sanchis Alfons Juan
Published in: IEEE/ACM TRANSACTIONS ON AUDIO, SPEECH, AND LANGUAGE PROCESSING, 2022, ISSN 1558-7916
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/taslp.2021.3133216

From Statistical Relational to Neural Symbolic Artificial Intelligence: a Survey

Author(s): Giuseppe Marra, Sebastijan Dumančić, Robin Manhaeve, Luc De Raedt
Published in: arXiv, 2022, ISSN 2331-8422
Publisher: Cornell University
DOI: 10.48550/arxiv.2108.11451

Expressiveness and Nash Equilibrium in Iterated Boolean Games

Author(s): Julian Gutierrez; Paul Harrenstein; Giuseppe Perelli; Michael Wooldridge
Published in: ACM Transactions on Computational Logic, 2021, ISSN 1529-3785
Publisher: Association for Computing Machinary, Inc.
DOI: 10.1145/3439900

Learning abstract visual reasoning via task decomposition: A case study in Raven progressive matrices

Author(s): Jakub Kwiatkowski, Krzysztof Krawiec
Published in: International Journal of Applied Mathematics and Computer Science, Issue 34, 2024, ISSN 1641-876X
Publisher: Technical University Press
DOI: 10.61822/amcs-2024-0022

EVALUATION OF MODERN HERITAGE ASSETS IN POZNAN USING MONOTONIC DECISION RULES

Author(s): A. Rumież, M. Szeląg, B. Świt-Jankowska, and P. Marciniak
Published in: The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, 2023, Page(s) 1373--1378, ISSN 2194-9034
Publisher: International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences

Counterexample-Driven Genetic Programming for Symbolic Regression with Formal Constraints

Author(s): Iwo Błądek; Krzysztof Krawiec
Published in: IEEE Transactions on Evolutionary Computation, Issue 27, 2023, Page(s) 1327-1339, ISSN 1941-0026
Publisher: IEEE
DOI: 10.1109/tevc.2022.3205286

A Survey on Stability of Learning with Limited Labelled Data and its Sensitivity to the Effects of Randomness

Author(s): Branislav Pecher, Ivan Srba, Maria Bielikova
Published in: ACM Computing Surveys, Issue 57, 2024, Page(s) 1-40, ISSN 0360-0300
Publisher: Association for Computing Machinary, Inc.
DOI: 10.1145/3691339

MultiETSC: automated machine learning for early time series classification

Author(s): Ottervanger, Gilles and Baratchi, Mitra and Hoos, Holger H
Published in: Data Mining and Knowledge Discovery, 2021, ISSN 1384-5810
Publisher: Kluwer Academic Publishers
DOI: 10.1007/s10618-021-00781-5

BlackBIRDS: Black-Box Inference foR Differentiable Simulators

Author(s): Quera-Bofarull, Arnau and Dyer, Joel and Calinescu, Anisoara and Farmer, J Doyne and Wooldridge, Michael
Published in: Journal of Open Source Software, Issue Volume 8, Number 89, 2023, Page(s) 5776, ISSN 2475-9066
Publisher: Journal of Open Source Software
DOI: 10.21105/joss.05776

A multi-criteria approach for selecting an explanation from the set of counterfactuals produced by an ensemble of explainers

Author(s): Ignacy Stepka, Mateusz Lango, Jerzy Stefanowski
Published in: International Journal of Applied Mathematics and Computer Science, Issue 34, 2024, ISSN 1641-876X
Publisher: Technical University Press
DOI: 10.61822/amcs-2024-0009

MDP Playground: An Analysis and Debug Testbed for Reinforcement Learning

Author(s): Raghu Rajan, Jessica Lizeth Borja Diaz, Suresh Guttikonda, Fabio Ferreira, André Biedenkapp, Jan Ole von Hartz, Frank Hutter
Published in: Jorunal Artificial Intelligence Research, Issue Vol. 77, 2023, Page(s) 821--890, ISSN 1076-9757
Publisher: Morgan Kaufmann Publishers, Inc.
DOI: 10.1613/jair.1.14314

T-norms driven loss functions for machine learning

Author(s): Francesco Giannini, Michelangelo Diligenti, Marco Maggini, Marco Gori, Giuseppe Marra
Published in: Applied Intelligence, Issue 53, 2023, Page(s) 18775-18789, ISSN 0924-669X
Publisher: Kluwer Academic Publishers
DOI: 10.1007/s10489-022-04383-6

From statistical relational to neurosymbolic artificial intelligence: A survey

Author(s): Giuseppe Marra, Sebastijan Dumančić, Robin Manhaeve, Luc De Raedt
Published in: Artificial Intelligence, Issue 328, 2024, Page(s) 104062, ISSN 0004-3702
Publisher: Elsevier BV
DOI: 10.1016/j.artint.2023.104062

Explainable AI for Operational Research: A defining framework, methods, applications, and a research agenda

Author(s): Koen W. De Bock, Kristof Coussement, Arno De Caigny, Roman Słowiński, Bart Baesens, Robert N. Boute, Tsan-Ming Choi, Dursun Delen, Mathias Kraus, Stefan Lessmann, Sebastián Maldonado, David Martens, María Óskarsdóttir, Carla Vairetti, Wouter Verbeke, Richard Weber
Published in: European Journal of Operational Research, Issue 317, 2024, Page(s) 249-272, ISSN 0377-2217
Publisher: Elsevier BV
DOI: 10.1016/j.ejor.2023.09.026

Secure Protocols for Best Arm Identification in Federated Stochastic Multi-Armed Bandits

Author(s): Ciucanu, R. and Delabrouille, A. and Lafourcade, P. and Soare, M
Published in: IEEE Transactions on Dependable and Secure Computing, 2022, ISSN 1545-5971
Publisher: IEEE Computer Society

Synthesizing explainable counterfactual policies for algorithmic recourse with program synthesis

Author(s): Giovanni De Toni; Bruno Lepri; Andrea Passerini
Published in: MACHINE LEARNING, Issue 20, 2023, ISSN 1573-0565
Publisher: Springer
DOI: 10.1007/s10994-022-06293-7

Supportive consensus

Author(s): Alberto Palomares; Miguel Rebollo; Carlos Carrascosa
Published in: PLoS ONE, Issue 31, 2020, ISSN 1932-6203
Publisher: Public Library of Science
DOI: 10.1371/journal.pone.0243215

Fast Kinodynamic Planning on the Constraint Manifold With Deep Neural Networks

Author(s): Piotr Kicki, Puze Liu, Davide Tateo, Haitham Bou-Ammar, Krzysztof Walas, Piotr Skrzypczyński, Jan Peters
Published in: IEEE Transactions on Robotics, Issue 40, 2024, Page(s) 277-297, ISSN 1552-3098
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tro.2023.3326922

Streaming cascade-based speech translation leveraged by a direct segmentation model

Author(s): Iranzo-Sánchez, Javier; Jorge, Javier; Baquero-Arnal, Pau; Silvestre-Cerdà, Joan Albert ; Giménez, Adrià; Civera, Jorge; Sanchis, Albert; Juan, Alfons
Published in: Neural Networks, 2021, ISSN 0893-6080
Publisher: Pergamon Press Ltd.
DOI: 10.1016/j.neunet.2021.05.013

Ultimate Grounding of Abstract Concepts: A Graded Account

Author(s): T. Reinboth, I. Farkaš
Published in: Journal of Cognition, 2022, ISSN 2514-4820
Publisher: Ubiquity Press
DOI: 10.5334/joc.214

Generating networks of genetic processors

Author(s): Marcelino Campos; José M. Sempere
Published in: Generating networks of genetic processors, Issue 30, 2021, ISSN 1573-7632
Publisher: Springer Nature
DOI: 10.1007/s10710-021-09423-7

Exploring Customer Price Preference and Product Profit Role in Recommender Systems

Author(s): M. Kompan, P. Gaspar, J. Macina, M. Cimerman, M. Bielikova
Published in: IEEE Intelligent Systems, 2021, ISSN 1541-1672
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/mis.2021.3092768

Deep Learning for Dynamic Graphs: Models and Benchmarks

Author(s): Alessio Gravina, Davide Bacciu
Published in: IEEE Transactions on Neural Networks and Learning Systems, Issue 35, 2024, Page(s) 11788-11801, ISSN 2162-237X
Publisher: IEEE Computational Intelligence Society
DOI: 10.1109/tnnls.2024.3379735

Semiautomatic generation and assessment of Java exercises in engineering education

Author(s): David Insa; Sergio Pérez; Josep Silva; Salvador Tamarit
Published in: Computer Applications in Engineering Education, Issue 24, 2020, ISSN 1099-0542
Publisher: Wiley Online Library
DOI: 10.1002/cae.22356

Understanding, Explanation, and Active Inference

Author(s): Parr, Thomas and Pezzulo, Giovanni
Published in: Frontiers in Systems Neuroscience, 2021, ISSN 1662-5137
Publisher: Frontiers Research Foundation

Expert enhanced dynamic time warping based anomaly detection

Author(s): Kloska M., Grmanova G., Rozinajova V.
Published in: Expert Systems with Applications, 2023, ISSN 0957-4174
Publisher: Pergamon Press Ltd.
DOI: 10.1016/j.eswa.2023.120030

Towards Visual Semantics

Author(s): Fausto Giunchiglia; Luca Erculiani; Andrea Passerini
Published in: SN COMPUTER SCIENCE, Issue 69, 2021, ISSN 2661-8907
Publisher: Springer Nature
DOI: 10.1007/s42979-021-00839-7

A takeover time-driven adaptive evolutionary algorithm for mobile user tracking in pre-5G cellular networks

Author(s): Zakaria Abdelmoiz Dahi, Enrique Alba, Gabriel Luque
Published in: Applied Soft Computing, 2022, Page(s) 107992, ISSN 1568-4946
Publisher: Elsevier BV
DOI: 10.1016/j.asoc.2021.107992

A Study of Fake News Reading and Annotating in Social Media Context

Author(s): Jakub Simko, Patrik Racsko, Matus Tomlein, Martin Hanakova, Robert Moro, Maria Bielikova
Published in: New Review of Hypermedia and Multimedia, 2021, ISSN 1740-7842
Publisher: Taylor & Francis
DOI: 10.1080/13614568.2021.1889691

On the explanatory power of Boolean decision trees

Author(s): Gilles Audemard, Steve Bellart, Louenas Bounia, Frédéric Koriche, Jean-Marie Lagniez, Pierre Marquis
Published in: Data & Knowledge Engineering, Issue 142, 2022, Page(s) 102088, ISSN 1872-6933
Publisher: Science Direct
DOI: 10.1016/j.datak.2022.102088

Automatic Question Generation Based on Sentence Structure Analysis using Machine Learning Approach

Author(s): M.Blšták, V. Rozinajová
Published in: Natural Language Engineering - journal, 2021, ISSN 1351-3249
Publisher: Cambridge University Press
DOI: 10.1017/s1351324921000139

On the Languages Accepted by Watson-Crick Finite Automata with Delays

Author(s): José M. Sempere
Published in: Issue 8, Issue 9, 2021, ISSN 2227-7390
Publisher: MDPI Academic Open Access Publishing
DOI: 10.3390/math9080813

Error curves for evaluating the quality of feature rankings.

Author(s): Ivica Slavkov; Matej Petković; Pierre Geurts; Dragi Kocev; Sašo Džeroski
Published in: PeerJ computer science, Issue 12, 2020, Page(s) e310-1-e310-39, ISSN 2376-5992
Publisher: PeerJ, Inc.
DOI: 10.7717/peerj-cs.310

Merge-and-Shrink: A Compositional Theory of Transformations of Factored Transition Systems

Author(s): Silvan Sievers; Malte Helmert
Published in: Journal of Artificial Intelligence Research, Issue 71, 2021, Page(s) 781-883, ISSN 1076-9757
Publisher: Morgan Kaufmann Publishers, Inc.
DOI: 10.1613/jair.1.12557

Stable and actionable explanations of black-box models through factual and counterfactual rules

Author(s): Riccardo Guidotti, Anna Monreale, Salvatore Ruggieri, Francesca Naretto, Franco Turini, Dino Pedreschi, Fosca Giannotti
Published in: Data Mining and Knowledge Discovery, Issue 38, 2024, Page(s) 2825-2862, ISSN 1384-5810
Publisher: Kluwer Academic Publishers
DOI: 10.1007/s10618-022-00878-5

Negotiation strategies for agents with ordinal preferences: Theoretical analysis and human study

Author(s): Noam Hazon, Sefi Erlich, Ariel Rosenfeld, Sarit Kraus
Published in: Artificial Intelligence, Issue 327, 2024, Page(s) 104050, ISSN 0004-3702
Publisher: Elsevier BV
DOI: 10.1016/j.artint.2023.104050

Ensemble- and distance-based feature ranking for unsupervised learning

Author(s): Matej Petković; Dragi Kocev; Blaž Škrlj; Sašo Džeroski
Published in: International Journal of Intelligent Systems, Issue vol. 36, no. 7, 2021, Page(s) 3068-3086, ISSN 0884-8173
Publisher: John Wiley & Sons Inc.
DOI: 10.1002/int.22390

Dynamic Algorithm Configuration: Foundation of a New Meta-Algorithmic Framework

Author(s): André Biedenkapp, H. Furkan Bozkurt, Theresa Eimer, Frank Hutter, Marius Lindauer
Published in: ECAI: Frontiers in Artificial Intelligence and Applications, Issue 325, 2020, Page(s) 427 - 434, ISSN 0922-6389
Publisher: IOS Press
DOI: 10.3233/faia200122

Learning from experience for rapid generation of local car maneuvers

Author(s): Kicki, Piotr and Gawron, Tomasz and Cwian, Krzysztof and Ozay, Mete and Skrzypczyński, Piotr
Published in: Engineering Applications of Artificial Intelligence, Issue 105, 2021, ISSN 0952-1976
Publisher: Pergamon Press Ltd.
DOI: 10.1016/j.engappai.2021.104399

How market ecology explains market malfunction

Author(s): Scholl, Maarten P and Calinescu, Anisoara and Farmer, J Doyne
Published in: Proceedings of the National Academy of Sciences, Issue Volume 118, Number 26, 2021, Page(s) e2015574118, ISSN 0027-8424
Publisher: National Academy of Sciences
DOI: 10.1073/pnas.2015574118

Improving trust and confidence in medical skin lesion diagnosis through explainable deep learning

Author(s): Carlo Metta, Andrea Beretta, Riccardo Guidotti, Yuan Yin, Patrick Gallinari, Salvatore Rinzivillo, Fosca Giannotti
Published in: International Journal of Data Science and Analytics, 2023, ISSN 2364-415X
Publisher: Springer Nature
DOI: 10.1007/s41060-023-00401-z

Matrix Profile-Based Interpretable Time Series Classifier

Author(s): Riccardo Guidotti, Matteo D’Onofrio
Published in: Frontiers in Artificial Intelligence, Issue 4, 2021, ISSN 2624-8212
Publisher: Frontiers Media SA
DOI: 10.3389/frai.2021.699448

Explanatory machine learning for sequential human teaching

Author(s): Lun Ai, Johannes Langer, Stephen H. Muggleton, Ute Schmid
Published in: Machine Learning, 2023, ISSN 0885-6125
Publisher: Kluwer Academic Publishers
DOI: 10.1007/s10994-023-06351-8

Value engineering for autonomous agents

Author(s): null null, Nieves Montes Gómez
Published in: 2024
Publisher: Universitat Politècnica de Catalunya
DOI: 10.5821/dissertation-2117-410409

Explainable AI techniques in Trustworthy Object detection

Author(s): Raili Virtanen
Published in: 2023
Publisher: Aalto university, Espoo, Finland

Are Quantified Boolean Formulas Hard for Reason-Able Embeddings?

Author(s): Jędrzej Potoniec
Published in: Progress in Polish Artificial Intelligence Research 4, 2023, Page(s) 343-348, ISBN 978-83-66741-92-8
Publisher: Wydawnictwo Politechniki Łódzkiej
DOI: 10.34658/9788366741928.54

On Usefulness of Dominance Relation for Selecting Counterfactuals from the Ensemble of Explainers

Author(s): Stępka, Ignacy Lango, Mateusz Stefanowski, Jerzy
Published in: Progress in Polish Artificial Intelligence Research 4, 2023, Page(s) 125-130, ISBN 978-83-66741-92-8
Publisher: Wydawnictwo Politechniki Łódzkiej
DOI: 10.34658/9788366741928.18

Simply Logical – The First Three Decades

Author(s): Peter Flach, Kacper Sokol, Jan Wielemaker
Published in: Lecture Notes in Computer Science, Prolog: The Next 50 Years, 2023, Page(s) 184-193
Publisher: Springer Nature Switzerland
DOI: 10.1007/978-3-031-35254-6_15

Ensemble of Counterfactual Explainers

Author(s): Riccardo Guidotti; Salvatore Ruggieri
Published in: DS, Issue 51, 2021, ISBN 978-3-030-88941-8
Publisher: SPRINGER
DOI: 10.1007/978-3-030-88942-5_28

Geolet: An Interpretable Model for Trajectory Classification

Author(s): Cristiano Landi, Francesco Spinnato, Riccardo Guidotti, Anna Monreale, Mirco Nanni
Published in: Lecture Notes in Computer Science, Advances in Intelligent Data Analysis XXI, 2024, Page(s) 236-248
Publisher: Springer Nature Switzerland
DOI: 10.1007/978-3-031-30047-9_19

Learning Action Embeddings for Off-Policy Evaluation

Author(s): Matej Cief, Jacek Golebiowski, Philipp Schmidt, Ziawasch Abedjan, Artur Bekasov
Published in: Lecture Notes in Computer Science, Advances in Information Retrieval, 2024, Page(s) 108-122, ISBN 978-3-031-56026-2
Publisher: Springer Nature Switzerland
DOI: 10.1007/978-3-031-56027-9_7

Using Distributed Risk Maps by Consensus as a Complement to Contact Tracing Apps

Author(s): Rebollo, M., Benito, R.M., Losada, J.C., Galeano, J.
Published in: Complex Networks & Their Applications IX., 2020, ISBN 978-3-030-65346-0
Publisher: Sprienger
DOI: 10.1007/978-3-030-65347-7_41

Customer churn analytics using monotonic rules

Author(s): Marcin Szeląg and Roman Słowiński
Published in: Progress in Polish Artificial Intelligence Research 4, Issue 2023, 2023, Page(s) 287-292, ISBN 978-83-66741-92-8
Publisher: Wydawnictwo Politechniki Łódzkiej

Learning Model Agnostic Explanations via Constraint Programming

Author(s): Frederic Koriche, Jean-Marie Lagniez, Stefan Mengel, Chi Tran
Published in: Lecture Notes in Computer Science, Machine Learning and Knowledge Discovery in Databases. Research Track, 2024, Page(s) 437-453
Publisher: Springer Nature Switzerland
DOI: 10.1007/978-3-031-70359-1_26

Towards Symbolic Time Series Representation Improved by Kernel Density Estimators.

Author(s): M. Kloska, V. Rozinajova
Published in: Transactions on Large-Scale Data- and Knowledge-Centered Systems L. Lecture Notes in Computer Science(), vol 12930. Springer, Berlin, Heidelberg, 2021, ISBN 978-3-662-64552-9
Publisher: Springer
DOI: 10.1007/978-3-662-64553-6_2

Learning to Solve Abstract Reasoning Problems with Neurosymbolic Program Synthesis and Task Generation

Author(s): Jakub Bednarek, Krzysztof Krawiec
Published in: Lecture Notes in Computer Science, Neural-Symbolic Learning and Reasoning, 2024, Page(s) 386-402
Publisher: Springer Nature Switzerland
DOI: 10.1007/978-3-031-71167-1_21

Consensus for Collaborative Creation of Risk Maps for COVID-19

Author(s): M. Rebollo, C. Carrascosa, and A. Palomares
Published in: Trustworthy AI - Integrating Learning, Optimization and Reasoning., 2020, ISBN 978-3-030-73958-4
Publisher: Springer
DOI: 10.1007/978-3-030-73959-1_3

Dominance-based Rough Set Approach, basic ideas and main trends

Author(s): Błaszczyński, Jerzy and Greco, Salvatore and Matarazzo, Benedetto and Szeląg, Marcin
Published in: I}ntelligent {D}ecision {S}upport {S}ystems: Combining Operations Research and Artificial Intelligence – Essays in Honor of Roman Słowiński, 2022, ISBN 978-3-030-96317-0
Publisher: Springer
DOI: 10.1007/978-3-030-96318-7_18

Principles of Explainable Artificial Intelligence

Author(s): Riccardo Guidotti, Anna Monreale, Dino Pedreschi, Fosca Giannotti
Published in: Explainable AI Within the Digital Transformation and Cyber Physical Systems, 2021, ISBN 978-3-030-76408-1
Publisher: Springer
DOI: 10.1007/978-3-030-76409-8_2

Optimal Teaching Curricula with Compositional Simplicity Priors

Author(s): M Garcia-Piqueras, J Hernández-Orallo
Published in: Machine Learning and Knowledge Discovery in Databases., 2021, ISBN 978-3-030-86485-9
Publisher: Springer Nature Switzerland
DOI: 10.1007/978-3-030-86486-6

Value-Alignment Equilibrium in Multiagent Systems

Author(s): Nieves Montes; Carles Sierra
Published in: isbn: 978-3-030-73958-4, Issue 73, 2020
Publisher: Springer International Publishing
DOI: 10.1007/978-3-030-73959-1_17

Disentangling Visual Priors: Unsupervised Learning of Scene Interpretations with Compositional Autoencoder

Author(s): Krzysztof Krawiec, Antoni Nowinowski
Published in: Lecture Notes in Computer Science, Neural-Symbolic Learning and Reasoning, 2024, Page(s) 240-256
Publisher: Springer Nature Switzerland
DOI: 10.1007/978-3-031-71167-1_13

Simply Logical - Intelligent Reasoning by Example (Fully Interactive Online Edition)

Author(s): Peter Flach, Kacper Sokol
Published in: 2022
Publisher: Online
DOI: 10.5281/zenodo.1156977

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