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Foundations of Trustworthy AI - Integrating Reasoning, Learning and Optimization

Risultati finali

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

Pubblicazioni

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

Autori: Miguel Ángel Domínguez-Ríos, Francisco Chicano, Enrique Alba
Pubblicato in: 24th International Conference, EvoApplications 2021, 2021, Pagina/e 242-257, ISBN 978-3-030-72699-7
Editore: Springer International Publishing
DOI: 10.1007/978-3-030-72699-7_16

Quantum Computing: Present and Prospects

Autori: Rodrigo Gil-Merino, Enrique Alba, Jose Francisco Chicano, Zakaria Abdelmoiz Dahi, Gabriel Luque
Pubblicato in: 19th Conference of the Spanish Association for Artificial Intelligence (CAEPIA), 2021, Pagina/e 947-952, ISBN 978-84-09-30514-8
Editore: CAEPIA

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

Autori: Daniel Habering; Till Hofmann; Gerhard Lakemeyer
Pubblicato in: Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence, 2021, Pagina/e 1908-1914
Editore: IJCAI
DOI: 10.24963/ijcai.2021/263

Inferring Agents Preferences as Priors for Probabilistic Goal Recognition

Autori: Kin Max Gusmão; Ramon Fraga Pereira; Felipe Meneguzzi
Pubblicato in: arxiv, 2021
Editore: Cornell University
DOI: 10.48550/arxiv.2102.11791

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

Autori: Štefan Pócoš, Iveta Bečková, Igor Farkaš
Pubblicato in: 2022
Editore: arxiv
DOI: 10.48550/arxiv.2204.05764

Graph Mixture Density Networks

Autori: Federico Errica, Davide Bacciu, Alessio Micheli
Pubblicato in: Proceedings of the 38th International Conference on Machine Learning, PMLR, 2021
Editore: PMLR
DOI: 10.48550/arxiv.2012.03085

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

Autori: Wietrzykowski, Jan and Skrzypczyński, Piotr
Pubblicato in: IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), Numero 2021, 2021
Editore: IEEE

Efficient and Reliable Probabilistic Interactive Learning with Structured Outputs

Autori: Teso, Stefano; Vergari, Antonio
Pubblicato in: AAAI-22 Workshop on Interactive Machine Learning, 2022
Editore: Online
DOI: 10.48550/arxiv.2202.08566

New Refinement Strategies for Cartesian Abstractions

Autori: David Speck; Jendrik Seipp
Pubblicato in: The 32nd International Conference on Automated Planning and Scheduling, 2022
Editore: AAAI

Compositional genetic programming for symbolic regression

Autori: Krzysztof Krawiec and Dominik Kossinski
Pubblicato in: Genetic and Evolutionary Computation Conference, Numero 2022, 2022, Pagina/e 570--573
Editore: Association for Computing Machinery (ACM)
DOI: 10.1145/3520304.3529077

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

Autori: Giuseppe De Giacomo; Paolo Felli; Marco Montali; Giuseppe Perelli
Pubblicato in: Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence, 2021, Pagina/e 1859-1865
Editore: IJCAI
DOI: 10.24963/ijcai.2021/256

Differentiable Sampling of Categorical Distributions Using the CatLog-Derivative Trick

Autori: Lennert De Smet, Emanuele Sansone, Pedro Zuidberg Dos Martires
Pubblicato in: ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 36 (NEURIPS 2023), Numero 36, 2023, ISBN 9781713899921
Editore: NeurIPS Proceedings

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

Autori: Benjamin Aminof; Giuseppe De Giacomo; Sasha Rubin
Pubblicato in: Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence, 2021, Pagina/e 1766-1772
Editore: IJCAI
DOI: 10.24963/ijcai.2021/243

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

Autori: Josef Grus, Zdenek Hanzalek, Dalibor Barri, Patrik Vacula
Pubblicato in: ICORES, Numero vol 1, 2023, Pagina/e 106-116, ISBN 978-989-758-627-9
Editore: SCITEPRESS
DOI: 10.5220/0011789300003396

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

Autori: 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
Pubblicato in: Proc. Interspeech 2021, 2021
Editore: Interspeech
DOI: 10.21437/interspeech.2021-1905

An API for DL Abduction Solvers (Extended Abstract)

Autori: Zuzana Hlávková, Martin Homola, Patrick Koopmann and Júlia Pukancová
Pubblicato in: 2022
Editore: XLoKR

On the Epistemic Logic of Incomplete Argumentation Frameworks

Autori: Andreas Herzig, Antonio Yuste-Ginel
Pubblicato in: Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence, IJCAI 2021, 2021
Editore: ijcai.org
DOI: 10.24963/kr.2021/69

Hybrid MHS-MXP ABox Abduction Solver: First Empirical Results

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

DeepStochLog: Neural Stochastic Logic Programming

Autori: Thomas Winters, Giuseppe Marra, Robin Manhaeve, Luc De Raedt
Pubblicato in: Proceedings of the Thirty-Sixth AAAI Conference on Artificial Intelligence, 2022
Editore: AAAI Press
DOI: 10.48550/arxiv.2106.12574

Gradient-assisted calibration for financial agent-based models

Autori: Dyer, Joel and Quera-Bofarull, Arnau and Chopra, Ayush and Farmer, J Doyne and Calinescu, Anisoara and Wooldridge, MJ
Pubblicato in: Proceedings of the Fourth ACM International Conference on AI in Finance, Numero 4th, 2023
Editore: ACM

Generalized Planning as Heuristic Search

Autori: Segovia-Aguas, Javier; Jiménez, Sergio; Jonsson, Anders
Pubblicato in: Generalized Planning as Heuristic Search, Numero 57, 2021
Editore: ICAPS Arxiv

Parallel/Distributed Intelligent Hyperparameters Search for Generative Artificial Neural Networks

Autori: Mathias Esteban, Jamal Toutouh, Sergio Nesmachnow
Pubblicato in: International Workshops ISC High Performance Digital 2021, 2021, Pagina/e 297-313, ISBN 978-3-030-90539-2
Editore: Springer International Publishing
DOI: 10.1007/978-3-030-90539-2_20

Complexity of Minimum-Size Arc-Inconsistency Explanations

Autori: Christian Bessiere, Clément Carbonnel, Martin C. Cooper, Emmanuel Hebrard
Pubblicato in: 28th International Conference on Principles and Practice of Constraint Programming, CP 2022, Numero LIPIcs, volume 235, 2022, Pagina/e 9:1--9:14
Editore: Schloss Dagstuhl - Leibniz-Zentrum für Informatik
DOI: 10.4230/lipics.cp.2022.9

Combining LSTMs and Symbolic Approaches for Robust Plan Recognition

Autori: Leonardo Rosa Amado; Ramon Fraga Pereira; Felipe Meneguzzi
Pubblicato in: Proceedings of the 20th International Conference on Autonomous Agents and MultiAgent Systems, 2021, ISBN 9781450383073
Editore: International Foundation for Autonomous Agents and Multiagent Systems

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

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

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

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

Dantzig-Wolfe Decomposition for Cost Partitioning

Autori: Florian Pommerening; Thomas Keller; Valentina Halasi; Jendrik Seipp; Silvan Sievers; Malte Helmert
Pubblicato in: Proceedings of the 31st International Conference on Automated Planning and Scheduling, 2021, Pagina/e 271-280
Editore: AAAI Press
DOI: 10.5451/unibas-ep84307

Query Definability and Its Approximations in Ontology-based Data Management

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

Toward a Unified Framework for Debugging Gray-box Models

Autori: Bontempelli, Andrea; Giunchiglia, Fausto; Passerini, Andrea; Teso, Stefano
Pubblicato in: Interactive Machine Learning workshop (IML) at AAAI'22, 2022
Editore: none

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

Autori: 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
Pubblicato in: Proceedings of the Companion Conference on Genetic and Evolutionary Computation, Numero 2023, 2023, Pagina/e 727-730, ISBN 9798400701207
Editore: Association for Computing Machinery
DOI: 10.1145/3583133.3590598

Online Saturated Cost Partitioning for Classical Planning

Autori: Jendrik Seipp
Pubblicato in: Proceedings of the 31st International Conference on Automated Planning and Scheduling, 2021, Pagina/e 317-321
Editore: AAAI Press
DOI: 10.5451/unibas-ep84300

MEG: Generating Molecular Counterfactual Explanations for Deep Graph Networks

Autori: Numeroso, Danilo; Bacciu, Davide
Pubblicato in: Proceedings of the International Joint Conference on Neural Networks (IJCNN 2021), Numero 48, 2021
Editore: IEEE
DOI: 10.1109/ijcnn52387.2021.9534266

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

Autori: Sitaru, Bogdan and Calinescu, Anisoara and Cucuringu, Mihai
Pubblicato in: Proceedings of the Fourth ACM International Conference on AI in Finance, Numero 4th, 2023
Editore: ACM

On Preferred Abductive Explanations for Decision Trees and Random Forests

Autori: Gilles Audemard, Steve Bellart, Louenas Bounia, Frederic Koriche, Jean-Marie Lagniez, Pierre Marquis
Pubblicato in: Proceedings of the Thirty-First International Joint Conference on Artificial Intelligence, 2022, Pagina/e 643-650
Editore: IJCAI
DOI: 10.24963/ijcai.2022/91

Dominance-based Rough Set Approach to Bank Customer Satisfaction Analysis

Autori: Marcin Szeląg and Roman Słowiński
Pubblicato in: Proceedings of the 3rd Polish Conference on Artificial Intelligence PP-RAI, April 25-27, 2022, Gdynia, Poland, 2022, Pagina/e 147-150, ISBN 978-83-7421-401-8
Editore: Gdynia Maritime University

Timed Trace Alignment with Metric Temporal Logic over Finite Traces

Autori: Giuseppe De Giacomo; Aniello Murano; Fabio Patrizi; Giuseppe Perelli
Pubblicato in: Proceedings of the 18th International Conference on Principles of Knowledge Representation and Reasoning, 2021, Pagina/e 227–236
Editore: IJCAI

Multi-Model Monitoring Framework for Hybrid Process Specifications

Autori: Anti Alman; Fabrizio Maria Maggi; Marco Montali; Fabio Patrizi; Andrey Rivkin
Pubblicato in: 34th International Conference on Advanced Information Systems Engineering, 2022
Editore: Springer

Explaining Any Time Series Classifier

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

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

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

Exploiting Cyclic Dependencies in Landmark Heuristics.

Autori: Clemens Büchner; Thomas Keller; Malte Helmert
Pubblicato in: Proceedings of the 31st International Conference on Automated Planning and Scheduling, 2021, Pagina/e 65-73
Editore: AAAI Press
DOI: 10.5451/unibas-ep84308

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

Autori: Devendra Singh Dhami, Mayukh Das and Sriraam Natarajan
Pubblicato in: International Conference on Principles of Knowledge Representation and Reasoning, Numero 18, 2021
Editore: IJCAI organization

Subset-Saturated Transition Cost Partitioning

Autori: Dominik Drexler; Jendrik Seipp; David Speck
Pubblicato in: Proceedings of the 31st International Conference on Automated Planning and Scheduling, 2021, Pagina/e 131-139
Editore: AAAI Press
DOI: 10.5451/unibas-ep84301

Epistemic Reasoning About Rationality and Bids in Auctions

Autori: Munyque Mittelmann, Andreas Herzig, Laurent Perrussel
Pubblicato in: European Conference on Logics in Artificial Intelligence (JELIA 2021), Numero LNAI 12678, 2021, Pagina/e 116--130
Editore: Springer Verlag
DOI: 10.1007/978-3-030-75775-5_9

Automatic Instance Generation for Classical Planning

Autori: Álvaro Torralba; Jendrik Seipp; Silvan Sievers
Pubblicato in: Proceedings of the 31st International Conference on Automated Planning and Scheduling, 2021, Pagina/e 376-384
Editore: AAAI Press
DOI: 10.5451/unibas-ep84291

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

Autori: Yash Mehta, Colin White, Arber Zela, Arjun Krishnakumar, Guri Zabergja, Shakiba Moradian, Mahmoud Safari, Kaicheng Yu, Frank Hutter
Pubblicato in: The Tenth International Conference on Learning Representations, 2022
Editore: International Conference on Learning Representations

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

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

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

Autori: Devendra Singh Dhami, Siwen Yan, Gautam Kunapuli and Sriraam Natarajan
Pubblicato in: International Conference on Inductive Logic Programming, Numero 30, 2021
Editore: Springer

Calliope - A Polyphonic Music Transformer

Autori: Andrea Valenti; Stefano Berti; Davide Bacciu
Pubblicato in: ESANN 2021 proceedings, European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, Numero 58, 2021
Editore: ESANN
DOI: 10.14428/esann/2021.es2021-63

On Belief Change for Multi-Label Classifier Encodings

Autori: Sylvie Coste-Marquis, Pierre Marquis
Pubblicato in: Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence (IJCAI'21), 2021, Pagina/e 1829-1836
Editore: IJCAI
DOI: 10.24963/ijcai.2021/252

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

Autori: C. Metta, R. Guidotti, S. Rinzivillo
Pubblicato in: 2021 IEEE Symposium on Computers and Communications (ISCC), 2021, 2021
Editore: IEEE
DOI: 10.1109/iscc53001.2021.9631485

2020 Merge, Explain, Iterate

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

Designing Shapelets for Interpretable Data-Agnostic Classification

Autori: Riccardo Guidotti; Anna Monreale
Pubblicato in: AIES, Numero 34, 2021, ISBN 9781450384735
Editore: Association for Computing Machinery
DOI: 10.1145/3461702.3462553

Towards Explainable Malware Detection with Structured Machine Learning

Autori: Peter Švec, Tomáš Bisták, Martin Homola, Štefan Balogh, Ján Kľuka and Alexander Šimko
Pubblicato in: 2023
Editore: Center for Perspicuous Computing,TU Dresden

Learning Sketches for Decomposing Planning Problems into Subproblems of Bounded Width

Autori: Dominik Drexler; Jendrik Seipp; Hector Geffner
Pubblicato in: The 32nd International Conference on Automated Planning and Scheduling, 2022
Editore: AAAI

An API for DL Abduction Solvers

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

Generalized Temporal Inference via Planning

Autori: Diego Aineto; Sergio Jiménez; Eva Onaindia
Pubblicato in: 19th International Conference on Principles of Knowledge Representation and Reasoning, KR 2022, 2021, Pagina/e 22--31
Editore: IJCAI
DOI: 10.24963/kr.2021/3

NAS-Bench-x11 and the Power of Learning Curves

Autori: Shen Yan, Colin White, Yash Savani, Frank Hutter
Pubblicato in: Thirty-Fifth Conference on Neural Information Processing Systems, 2021
Editore: Advances in Neural Information Processing Systems

Robust Solutions for Multi-Defender Stackelberg Security Games

Autori: Mutzari Yonatan Aumann and Sarit Kraus
Pubblicato in: IJCAI 2022, 2022
Editore: IJCAI

Automated Theorem Proving for Metamath

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

SLASH: Embracing Probabilistic Circuits into Neural Answer Set Programming

Autori: Arseny Skryagin, Wolfgang Stammer, Daniel Ochs, Devendra Singh Dhami and Kristian Kersting
Pubblicato in: International Conference on Principles of Knowledge Representation and Reasoning, Numero 19, 2022
Editore: IJCAI Organization

Computing Abductive Explanations for Boosted Regression Trees

Autori: Gilles Audemard, Steve Bellart, Jean-Marie Lagniez, Pierre Marquis
Pubblicato in: Proceedings of the Thirty-Second International Joint Conference on Artificial Intelligence, 2023, Pagina/e 3432-3441
Editore: IJCAI
DOI: 10.24963/ijcai.2023/382

Hybrid probabilistic inference with logical and algebraic constraints: a survey

Autori: Paolo Morettin, Pedro Zuidberg Dos Martires, Samuel Kolb, Andrea Passerini
Pubblicato in: Proceedings of the 30th International Joint Conference on Artificial Intelligence, 2021, Pagina/e 4533-4542, ISBN 978-0-9992411-9-6
Editore: International Joint Conferences on Artificial Intelligence
DOI: 10.24963/ijcai.2021/617

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

Autori: Rodriguez, Ivan D; Bonet, Blai; Romero, Javier; Geffner, Hector
Pubblicato in: The 18th International Conference on Principles of Knowledge Representation and Reasoning, 2021
Editore: IJCAI

Benchmarking Approximate Consistent Query Answering (Discussion Paper)

Autori: Marco Calautti, Marco Console, Andreas Pieris
Pubblicato in: Proceedings of the 29th Italian Symposium on Advanced Database Systems, SEBD 2021, Pizzo Calabro (VV), Italy, September 5-9, 2021, Numero 2021, 2021
Editore: CEUR

Efficient PAC Reinforcement Learning in Regular Decision Processes

Autori: Alessandro Ronca; Giuseppe De Giacomo
Pubblicato in: Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence., Numero 59, 2021
Editore: IJCAI
DOI: 10.24963/ijcai.2021/279

On Translations between ML Models for XAI Purposes

Autori: Alexis de Colnet, Pierre Marquis
Pubblicato in: Proceedings of the Thirty-Second International Joint Conference on Artificial Intelligence, 2023, Pagina/e 3158-316
Editore: IJCAI
DOI: 10.24963/ijcai.2023/352

On-the-fly Synthesis for LTL over Finite Traces

Autori: Xiao, S.; Li, J.; Zhu, S.; Shi, Y.; Pu, G., Vardi, M.
Pubblicato in: Proceedings of the AAAI Conference on Artificial Intelligence, 2021, Pagina/e 6530-6537
Editore: AAAI

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

Autori: Nowak, Tomasz and Skrzypczyński, Piotr
Pubblicato in: 17th Conference on Computer Science and Intelligence Systems (FedCSIS), Numero 2022, 2022, Pagina/e 191-200
Editore: Polish Information Processing Society
DOI: 10.15439/2022f145

Mind the Gap: Measuring Generalization Performance Across Multiple Objectives

Autori: Matthias Feurer, Katharina Eggensperger, Edward Bergman, Florian Pfisterer, Bernd Bischl & Frank Hutter
Pubblicato in: Advances in Intelligent Data Analysis, Numero 21, 2023, Pagina/e 130--142, ISBN 978-3-031-30047-9
Editore: Springer Nature
DOI: 10.1007/978-3-031-30047-9_11

Soft-Unification in Deep Probabilistic Logic

Autori: Jaron Maene, Luc De Raedt
Pubblicato in: Advances in Neural Information Processing Systems 36 (NeurIPS 2023), Numero 36, 2024, Pagina/e 60804 - 60820, ISBN 9781713899921
Editore: Curran Associates, Inc.

Negative Side Effects and AI Agent Indicators: Experiments in SafeLife

Autori: J Burden, J Hernández-Orallo
Pubblicato in: SafeAI@AAAI, 2021
Editore: CEUR-Ws

Privacy Risk Assessment of Individual Psychometric Profiles

Autori: Giacomo Mariani, Anna Monreale, and Francesca Naretto
Pubblicato in: Discovery Science. DS 2021. Lecture Notes in Computer Science, Numero 12986, 2021, ISBN 978-3-030-88941-8
Editore: Springer
DOI: 10.1007/978-3-030-88942-5_32

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

Autori: Daxin Liu; Gerhard Lakemeyer
Pubblicato in: Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence, 2021, Pagina/e 1951-1958
Editore: IJCAI
DOI: 10.24963/ijcai.2021/269

Approximate Novelty Search

Autori: Singh, A.; Lipovetzky, N.; Ramirez, M.; Segovia-Aguas, J.
Pubblicato in: Proceedings of the International Conference on Automated Planning and Scheduling, 2021
Editore: AAAI

Efficient Generation of Structured Objects with Constrained Adversarial Networks

Autori: Di Liello, Luca; Ardino, Pierfrancesco; Gobbi, Jacopo; Morettin, Paolo; Teso, Stefano; Passerini, Andrea
Pubblicato in: Advances in Neural Information Processing Systems, 2020
Editore: Neural Information Processing Systems

Explainable Planner Selection for Classical Planning

Autori: Patrick Ferber; Jendrik Seipp
Pubblicato in: The 36th AAAI Conference on Artificial Intelligence, 2022
Editore: AAAI

Counterfactual Reasoning via Grounded Distance

Autori: Carlos Aguilera-Ventura, Andreas Herzig, Xinghan Liu, Emiliano Lorini
Pubblicato in: Proceedings of the 20th International Conference on Principles of Knowledge Representation and Reasoning, KR 2023, 2023, Pagina/e 2--11
Editore: kr.org
DOI: 10.24963/kr.2023/1

MizAR 60 for Mizar 50

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

Delete-Relaxation Heuristics for Lifted Classical Planning

Autori: Corrêa, A. B.; Francès, G.; Pommerening, F.; Helmert, M.
Pubblicato in: Proceedings of the Thirty-First International Conference on Automated Planning and Scheduling, 2021
Editore: AAAI

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

Autori: Davide Bacciu; Marco Podda
Pubblicato in: IJCNN, Numero 42, 2021, ISBN 978-1-6654-3900-8
Editore: IEEE
DOI: 10.1109/ijcnn52387.2021.9533743

Abstract Argumentation with Qualitative Uncertainty: An Analysis in Dynamic Logic

Autori: Andreas Herzig, Antonio Yuste-Ginel
Pubblicato in: Logic and Argumentation - 4th International Conference (CLAR 2021), Numero LNCS 13040, 2021, Pagina/e 190--208
Editore: Springer Verlag
DOI: 10.1007/978-3-030-89391-0_11

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

Autori: Peter Pavlík, Viera Rozinajová, Anna Bou Ezzeddine
Pubblicato in: CDCEO 2022, 2022, ISSN 1613-0073
Editore: CEUR-WS.org, Sun SITE Central Europe, RWTH Aachen

Trading Complexity for Sparsity in Random Forest Explanations

Autori: Gilles Audemard, Steve Bellart, Louenas Bounia, Frédéric Koriche, Jean-Marie Lagniez, Pierre Marquis
Pubblicato in: Proceedings of the AAAI Conference on Artificial Intelligence, 2022, Pagina/e 5461-5469
Editore: AAAI
DOI: 10.1609/aaai.v36i5.20484

Editing Boolean Classifiers: A Belief Change Perspective

Autori: Nicolas Schwind, Katsumi Inoue, Pierre Marquis
Pubblicato in: Proceedings of the AAAI Conference on Artificial Intelligence, 2023, Pagina/e 6516-6524
Editore: AAAI
DOI: 10.1609/aaai.v37i5.25801

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

Autori: Lamanna, L.; Gerevini, A. E.; Saetti, A.; Serafini, L.; Traverso, P.
Pubblicato in: Proceedings of the AAAI Conference on Artificial Intelligence, 2021, Pagina/e 11862-11869
Editore: AAAI

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

Autori: Alexis de Colnet, Pierre Marquis
Pubblicato in: Proceedings of the Thirty-First International Joint Conference on Artificial Intelligence, 2022, Pagina/e 2583-2590
Editore: IJCAI
DOI: 10.24963/ijcai.2022/358

Interpretable Next Basket Prediction Boosted with Representative Recipes

Autori: R. Guidtotti, S. Viotto
Pubblicato in: 2020 IEEE Second International Conference on Cognitive Machine Intelligence (CogMI), 2021
Editore: IEEE
DOI: 10.1109/cogmi50398.2020.00018

A neuro-symbolic approach to structured event recognition

Autori: Apriceno, Gianluca ; Passerini, Andrea ; Serafini, Luciano
Pubblicato in: 28th International Symposium on Temporal Representation and Reasoning (TIME 2021)., 2021
Editore: Dagstuhl Publishing

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

Autori: Frey, Sascha and Li, Kang and Nagy, Peer and Sapora, Silvia and Lu, Chris and Zohren, Stefan and Foerster, Jakob and Calinescu, Anisoara
Pubblicato in: Proceedings of the Fourth ACM International Conference on AI in Finance, Numero 4th, 2023
Editore: ACM

A Mathematical Benchmark for Inductive Theorem Provers

Autori: Thibault Gauthier, Chad Brown, Mikolas Janota and Josef Urban
Pubblicato in: Proceedings of 24th International Conference on Logic for Programming, Artificial Intelligence and Reasoning, Numero vol 94, 2023, Pagina/e pages 224--237
Editore: EasyChair
DOI: 10.29007/jr72

Modeling Edge Features with Deep Bayesian Graph Networks

Autori: Daniele Atzeni; Davide Bacciu; Federico Errica; Alessio Micheli
Pubblicato in: IJCNN, Numero 6, 2021
Editore: IEEE
DOI: 10.1109/ijcnn52387.2021.9533430

Co-creating Platformer Levels with Constrained Adversarial Networks

Autori: Paolo Morettin, Andrea Passerini, Stefano Teso
Pubblicato in: Proceedings of the 2nd Workshop on Human-AI Co-Creation with Generative Models, 2021
Editore: CEUR Workshop Proceedings

Inference and Learning in Dynamic Decision Networks Using Knowledge Compilation

Autori: Gabriele Venturato, Vincent Derkinderen, Pedro Zuidberg Dos Martires, Luc De Raedt
Pubblicato in: Proceedings of the AAAI Conference on Artificial Intelligence, Numero 38, 2024, Pagina/e 20567-20576, ISSN 2374-3468
Editore: AAAI Press
DOI: 10.1609/aaai.v38i18.30042

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

Autori: Clément Carbonnel
Pubblicato in: 28th International Conference on Principles and Practice of Constraint Programming, CP 2022, Numero LIPIcs, volume 235, 2022, Pagina/e 11:1--11:15
Editore: Schloss Dagstuhl - Leibniz-Zentrum für Informatik
DOI: 10.4230/lipics.cp.2022.11

General Policies, Representations, and Planning Width

Autori: Bonet, Blai; Geffner, Hector
Pubblicato in: Thirty-Fifth AAAI Conference on Artificial Intelligence, 2021, Pagina/e 11764--11773
Editore: AAAI

A Survey on Goal Recognition as Planning

Autori: Felipe Meneguzzi; Ramon Fraga Pereira
Pubblicato in: Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence, Survey Track, 2021, Pagina/e 4524-4532
Editore: IJCAI
DOI: 10.24963/ijcai.2021/616

Neural probabilistic logic programming in discrete-continuous domains

Autori: Lennert De Smet, Pedro Zuidberg Dos Martires, Robin Manhaeve, Giuseppe Marra, Angelika Kimmig, Luc De Readt
Pubblicato in: Proceedings of the Thirty-Ninth Conference on Uncertainty in Artificial Intelligence, Numero vol.216, 2023, Pagina/e 529-538
Editore: ML Research Press

On Weak Stubborn Sets in Classical Planning

Autori: Silvan Sievers; Martin Wehrle
Pubblicato in: Proceedings of the 30th International Joint Conference on Artificial Intelligence, 2021, Pagina/e 4167-4174
Editore: IJCAI
DOI: 10.24963/ijcai.2021/573

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

Autori: Drexler, Dominik; Seipp, Jendrik; Geffner, Hector
Pubblicato in: The 18th International Conference on Principles of Knowledge Representation and Reasoning, 2021
Editore: IJCAI

Learning Generalized Unsolvability Heuristics for Classical Planning

Autori: Simon Ståhlberg; Guillem Francès; Jendrik Seipp
Pubblicato in: Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence, 2021, Pagina/e 4175-4181
Editore: IJCAI
DOI: 10.24963/ijcai.2021/574

Assistive Robot Teleoperation Using Behavior Trees

Autori: Behery, Mohamed; Trinh, Minh; Brecher, Christian; Lakemeyer, Gerhard
Pubblicato in: Variable Autonomy for human-robot Teaming (VAT) workshop @ ACM/IEEE HRI, VAT-HRI, Stockholm, Sweden, 2023-03-13 - 2023-03-13, Numero 47, 2023
Editore: VAT-HRI

Learning Program Synthesis for Integer Sequences from Scratch

Autori: Thibault Gauthier, Josef Urban
Pubblicato in: Proceedings of the AAAI Conference on Artificial Intelligence, Numero 37(6), 2023, Pagina/e 7670-7677, ISBN 978-1-57735-880-0
Editore: AAAI Press
DOI: 10.1609/aaai.v37i6.25930

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

Autori: Noah Hollmann, Samuel Müller, Katharina Eggensperger, Frank Hutter
Pubblicato in: The Eleventh International Conference on Learning Representations, 2023
Editore: OpenReview.net

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

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

The FF Heuristic for Lifted Classical Planning

Autori: Augusto B. Corrêa; Florian Pommerening; Malte Helmert; Guillem Francès
Pubblicato in: Proceedings of the 36th AAAI Conference on Artificial Intelligence, 2022
Editore: AAAI Press
DOI: 10.5451/unibas-ep84309

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

Autori: Quera-Bofarull, Arnau and Chopra, Ayush and Aylett-Bullock, Joseph and Cuesta-Lazaro, Carolina and Calinescu, Anisoara and Raskar, Ramesh and Wooldridge, Michael}
Pubblicato in: Proceedings of the 2023 International Conference on Autonomous Agents and Multiagent Systems, 2023, Pagina/e 1867-1876, ISBN 978-1-4503-9432-1
Editore: IFAAMAS

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

Autori: Christian Cintrano; Jamal Toutouh; Jamal Toutouh; Enrique Alba
Pubblicato in: 19th Conference of the Spanish Association for Artificial Intelligence, CAEPIA, Numero 68, 2021, Pagina/e 247-257, ISBN 978-3-030-85713-4
Editore: Springer
DOI: 10.1007/978-3-030-85713-4_24

Identifying Privacy Risks raised by Utility Queries

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

Multi-Objective Reinforcement Learning for Designing Ethical Environments

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

Contextual Conditional Reasoning

Autori: Casini, Giovanni and Meyer, Thomas and Varzinczak, Ivan
Pubblicato in: Proceedings of the AAAI Conference on Artificial Intelligence, Numero 35 (7), 2021, Pagina/e 6254-6261
Editore: AAAI Press

Learning from Non-Binary Constituency Trees via Tensor Decomposition

Autori: Daniele Castellana; Davide Bacciu
Pubblicato in: COLING, Numero 37, 2021, ISSN 2161-4407
Editore: International Committee on Computational Linguistics
DOI: 10.18653/v1/2020.coling-main.346

Flexible FOND Planning with Explicit Fairness Assumptions

Autori: Rodriguez, Ivan D.; Bonet, Blai; Sardina, Sebastian; Geffner, Hector
Pubblicato in: The 31st International Conference on Automated Planning and Scheduling, 2021, Pagina/e 290--298
Editore: AAAI

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

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

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

Autori: M. Tomlein, M. Kompan, M. Bielikova et al
Pubblicato in: Fifteenth ACM Conference on Recommender Systems, 2021, ISBN 978-1-4503-8458-2
Editore: RecSys '22: Sixteenth ACM Conference on Recommender Systems
DOI: 10.1145/3460231.3474241

Model-theoretic Characterizations of Rule-based Ontologies

Autori: Marco Console, Phokion Kolaitis, Andreas Pieris
Pubblicato in: PODS'21: Proceedings of the 40th ACM SIGMOD-SIGACT-SIGAI Symposium on Principles of Database Systems, Virtual Event, China, June 20-25, 2021, Numero 2021, 2021
Editore: Association for Computer Machinery, inc.

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

Autori: Zakaria Abdelmoiz Dahi , Gabriel Luque, Enrique Alba
Pubblicato in: 25th European Conference, EvoApplications 2022, Held as Part of EvoStar 2022, 2022, Pagina/e xx-xx, ISSN 0302-9743
Editore: Springer
DOI: 10.1007/978-3-031-02462-7_36

Enforcing Natural Properties of Choice Functions, with Application for Combination

Autori: Nic Wilson
Pubblicato in: Proceedings ECAI 2023, Numero 2023, 2023
Editore: IOS Press
DOI: 10.3233/faia230572

Learning General Planning Policies from Small Examples Without Supervision

Autori: Francès, Guillem; Bonet, Blai; Geffner, Hector
Pubblicato in: Thirty-Fifth AAAI Conference on Artificial Intelligence, 2021, Pagina/e 11801--11808
Editore: AAAI

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

Autori: G Jaimovitch, DC Falcon, C Ferri, JH Orallo
Pubblicato in: (NeurIPS 2021, 2021
Editore: Neurips

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

Autori: Ramon Fraga Pereira; Frederico Messa; Andre Grahl Pereira; Giuseppe De Giacomo
Pubblicato in: The 32nd International Conference on Automated Planning and Scheduling, 2022
Editore: AAAI

Transforming Robotic Plans with Timed Automata to Solve Temporal Platform Constraints

Autori: Tarik Viehmann; Till Hofmann; Gerhard Lakemeyer
Pubblicato in: Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence, 2021, Pagina/e 2083-2089
Editore: IJCAI
DOI: 10.24963/ijcai.2021/287

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

Autori: Prajit T. Rajendran, Huascar Espinoza, Agnes Delaborde, Chokri Mraidha
Pubblicato in: 2022
Editore: CEUR-WS.org

Learning Proof Transformations and Its Applications in Interactive Theorem Proving

Autori: Liao Zhang, Lasse Blaauwbroek, Cezary Kaliszyk & Josef Urban
Pubblicato in: Frontiers of Combining Systems. FroCoS 2023. Lecture Notes in Computer Science, Numero vol 14279, 2023, Pagina/e 236-254, ISBN 978-3-031-43368-9
Editore: Springer
DOI: 10.1007/978-3-031-43369-6_13

Benchmarking Approximate Consistent Query Answering

Autori: Marco Calautti, Marco Console, Andreas Pieris
Pubblicato in: PODS'21: Proceedings of the 40th {ACM} SIGMOD-SIGACT-SIGAI Symposium on Principles of Database Systems, Virtual Event, China, June 20-25, 2021, Numero 2021, 2021
Editore: ACM
DOI: 10.1145/3452021.3458309

Translating SUMO-K to Higher-Order Set Theory

Autori: Chad E. Brown, Adam Pease & Josef Urban
Pubblicato in: Frontiers of Combining Systems. FroCoS 2023. Lecture Notes in Computer Science, Numero vol 14279, 2023, Pagina/e 255-274, ISBN 978-3-031-43368-9
Editore: Springer
DOI: 10.1007/978-3-031-43369-6_14

Abstraction in Data Integration

Autori: Gianluca Cima, Marco Console, Maurizio Lenzerini, Antonella Poggi
Pubblicato in: 36th Annual ACM/IEEE Symposium on Logic in Computer Science, LICS 2021, Rome, Italy, June 29 - July 2, 2021, Numero 2021, 2021
Editore: IEEE

Generative Clausal Networks: Relational Decision Trees as Probabilistic Circuits

Autori: Fabrizio Ventola, Devendra Singh Dhami and Kristian Kersting
Pubblicato in: International Conference on Inductive Logic Programming, Numero 30, 2021
Editore: Springer

Synthesis of Search Heuristics for Temporal Planning via Reinforcement Learning

Autori: Micheli, A.; Valentini, A.
Pubblicato in: Proceedings of the AAAI Conference on Artificial Intelligence, 2021, Pagina/e 11895-11902
Editore: AAAI

Assessment of Manifold Unfolding in Trained Deep Neural Network Classifiers

Autori: Š̌. Pócoš, I. Bečková, T. Kuzma, I. Farkaš
Pubblicato in: 1st TAILOR workshop, LNCS Springer, 2021, ISBN 978-3-030-73959-1
Editore: Springer
DOI: 10.1007/978-3-030-73959-1_9

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

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

Best-First Width Search for Lifted Classical Planning

Autori: ‪Augusto B. Corrêa‬; Jendrik Seipp
Pubblicato in: The 32nd International Conference on Automated Planning and Scheduling, 2022
Editore: AAAI

Learning Constraint Networks over Unknown Constraint Languages

Autori: Christian Bessiere, Clément Carbonnel, Areski Himeur
Pubblicato in: Proceedings of the Thirty-Second International Joint Conference on Artificial Intelligence, IJCAI 2023, 2023, Pagina/e 1876--1883
Editore: ijcai.org
DOI: 10.24963/ijcai.2023/208

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

Autori: Youngmin Kim, Richard Allmendinger, Manuel López-Ibáñez
Pubblicato in: Trustworthy AI - Integrating Learning, Optimization and Reasoning - First International Workshop, TAILOR, 2021, Pagina/e 123-139, ISBN 978-3-030-73959-1
Editore: Springer International Publishing
DOI: 10.1007/978-3-030-73959-1_12

The impact of using constraints on counterfactual explanations

Autori: Maciej Falbogowski, Jerzy Stefanowski, Zuzanna Trafas, Adam Wojciechowski
Pubblicato in: Proceedings of the 3rd Polish Conference on Artificial Intelligence PP-RAI, April 25-27, 2022, Gdynia, Poland, Numero 2022, 2022, Pagina/e 81-84
Editore: Gdynia Maritime University

Compositional Approach to Translate LTLf/LDLf into Deterministic Finite Automata

Autori: Giuseppe De Giacomo; Marco Favorito
Pubblicato in: Proceedings of the Thirty-First International Conference on Automated Planning and Scheduling, 2021, Pagina/e 122-130
Editore: AAAI

A Boolean Extension of KLM-Style Conditional Reasoning

Autori: Paterson-Jones, Guy and Casini, Giovanni and Meyer, Thomas
Pubblicato in: Artificial Intelligence Research. Communications in Computer and Information Science, Numero 1342, 2020, Pagina/e 236-252, ISBN 978-3-030-66151-9
Editore: Springer

The Nondeterministic Situation Calculus

Autori: Giuseppe De Giacomo; Yves Lespérance
Pubblicato in: Proceedings of the 18th International Conference on Principles of Knowledge Representation and Reasoning, 2021, Pagina/e 216–226
Editore: IJCAI

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

Autori: Adnan Darwiche, Pierre Marquis
Pubblicato in: Proceedings of the Thirty-First International Joint Conference on Artificial Intelligence, 2022, Pagina/e 5718-5721
Editore: IJCAI
DOI: 10.24963/ijcai.2022/797

Model-theoretic Characterizations of Rule-based Ontologies

Autori: Marco Console, Phookion Kolaitis, Andreas Pieris
Pubblicato 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, Numero 2021, 2021
Editore: CEUR-WS.org

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

Autori: Andreas Herzig, Emiliano Lorini, Elise Perrotin
Pubblicato in: Proceedings of the Thirty-First International Joint Conference on Artificial Intelligence, IJCAI 2022, 2022, Pagina/e 2648--2654
Editore: ijca.org
DOI: 10.24963/ijcai.2022/367

Deriving a Single Interpretable Model by Merging Tree-Based Classifiers

Autori: Valerio Bonsignori, Riccardo Guidotti, Anna Monreale
Pubblicato in: Discovery Science. DS 2021. Lecture Notes in Computer Science, Numero 12986, 2021, ISBN 978-3-030-88942-5
Editore: Springer
DOI: 10.1007/978-3-030-88942-5_27

On the Power of Automata Minimization in Temporal Synthesis

Autori: Shufang Zhu; Lucas M. Tabajara; Geguang Pu; Moshe Y. Vardi
Pubblicato in: The Twelfth International Symposium on Games, Automata, Logics, and Formal Verification, 2021, Pagina/e 117--134
Editore: EPTCS

Learning Aggregation Functions

Autori: Pellegrini, Giovanni ; Frasconi, Paolo ; Passerini, Andrea; Jaeger, Manfred
Pubblicato in: Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence, 2021
Editore: International Joint Conferences on Artificial Intelligence

A New Approach to Design Symmetry Invariant Neural Networks

Autori: Piotr Kicki; Piotr Skrzypczyński; Mete Ozay
Pubblicato in: IEEE International Joint Conference on Neural Networks (IJCNN), Numero 2021, 2021, Pagina/e 1-8
Editore: IEEE

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

Autori: Damiano Brunori; Stefania Colonnese; Francesca Cuomo; Luca Iocchi
Pubblicato in: arxiv, 2021
Editore: Cornell University
DOI: 10.48550/arxiv.2105.05094

Robust Malware Classification via Deep Graph Networks on Call Graph Topologies

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

Saturated Post-hoc Optimization for Classical Planning.

Autori: Jendrik Seipp; Thomas Keller; Malte Helmert
Pubblicato in: Proceedings of the 35th AAAI Conference on Artificial Intelligence, 2021, Pagina/e 11947-11953
Editore: AAAI Press
DOI: 10.5451/unibas-ep84299

Safe Reinforcement Learning via Probabilistic Logic Shields

Autori: Wen-Chi Yang, Giuseppe Marra, Gavin Rens, Luc De Raedt
Pubblicato in: Proceedings of the Thirty-Second International Joint Conference on Artificial Intelligence, 2023, Pagina/e 5739-5749, ISBN 978-1-956792-03-4
Editore: International Joint Conferences on Artificial Intelligence
DOI: 10.24963/ijcai.2023/637

Inferring Agents Preferences as Priors for Probabilistic Goal Recognition

Autori: Kin Max Gusmão; Ramon Fraga Pereira; Felipe Meneguzzi
Pubblicato in: SPARK Workshop (ICAPS), 2021
Editore: AAAI

A Survey on Quantum Computer Simulators

Autori: Zakaria Abdelmoiz Dahi, Enrique Alba, Rodrigo Gil-Merino, Francisco Chicano, Gabriel Luque
Pubblicato in: 19th Conference of the Spanish Association for Artificial Intelligence (CAEPIA), 2021, Pagina/e 941-946, ISBN 978-84-09-30514-8
Editore: CAEPIA

Synthesis with Mandatory Stop Actions

Autori: Giuseppe De Giacomo; Antonio Di Stasio; Giuseppe Perelli; Shufang Zhu
Pubblicato in: Proceedings of the 18th International Conference on Principles of Knowledge Representation and Reasoning, 2021, Pagina/e 237–246
Editore: IJCAI

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

Autori: Viktor Pfanschilling, Hikaru Shindo, Devendra Singh Dhami and Kristian Kersting
Pubblicato in: International Conference on Principles of Knowledge Representation and Reasoning, Numero 19, 2022
Editore: IJCAI organization

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

Autori: J. Simko, M. Kompan, M. Bielikova et al
Pubblicato in: UMAP, 2022, ISBN 978-1-4503-8367-7
Editore: Association for Computing Machinery
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Guiding an Instantiation Prover with Graph Neural Networks

Autori: Karel Chvalovský, Konstantin Korovin, Jelle Piepenbrock and Josef Urban
Pubblicato in: Proceedings of 24th International Conference on Logic for Programming, Artificial Intelligence and Reasoning, Numero vol 94, 2023, Pagina/e pages 112--123
Editore: EasyChair
DOI: 10.29007/tp23

Loopless Top-k Planning

Autori: Julian von Tschammer; Robert Mattmüller; David Speck
Pubblicato in: The 32nd International Conference on Automated Planning and Scheduling, 2022
Editore: AAAI

Intensional and Extensional Views in DL-Lite Ontologies

Autori: Marco Console; Giuseppe De Giacomo; Maurizio Lenzerini; Manuel Namici
Pubblicato in: Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence, 2021, Pagina/e 1822-1828
Editore: IJCAI
DOI: 10.24963/ijcai.2021/251

Synthesizing Best-Effort Strategies under Multiple Environment Specifications

Autori: Benjamin Aminof and Giuseppe De Giacomo and Alessio Lomuscio and Aniello Murano and Sasha Rubin
Pubblicato in: The 18th International Conference on Principles of Knowledge Representation and Reasoning, 2021
Editore: IJCAI

Can language models automate data wrangling?

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

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

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

Discovering Declarative Process Model Behavior from Event Logs via Model Learning

Autori: Simone Agostinelli, Giacomo Bergami, Alessio Fiorenza, Fabrizio Maria Maggi, Andrea Marrella, Fabio Patrizi
Pubblicato in: 3rd International Conference on Process Mining, {ICPM} 2021, Eindhoven, The Netherlands, October 31 - Nov. 4, 2021, Numero 2021, 2021
Editore: IEEE
DOI: 10.1109/icpm53251.2021.9576870

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

Autori: Lukasiewicz, Thomas and Malizia, Enrico and Molinaro, Cristian
Pubblicato in: Proceedings of the International Conference on Principles of Knowledge Representation and Reasoning}, Numero Volume 19, number 1, 2023, Pagina/e 472-481, ISBN 978-1-956792-02-7
Editore: IJCAI Organization

Online Learning of Action Models for PDDL Planning

Autori: Leonardo Lamanna; Alessandro Saetti; Luciano Serafini; Alfonso Gerevini; Paolo Traverso
Pubblicato in: Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence, 2021, Pagina/e 4112-4118
Editore: IJCAI
DOI: 10.24963/ijcai.2021/566

Neuro-Symbolic Constraint Programming for Structured Prediction

Autori: Dragone, Paolo; Teso, Stefano; Passerini, Andrea
Pubblicato in: NeSy’21: 15th International Workshop on Neural-Symbolic Learning and Reasoning, 2021
Editore: ISSN 1613-0073 CEUR Workshop Proceedings

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

Autori: Nic Wilson
Pubblicato in: Proceedings ECAI 2023, Numero 2023, 2023
Editore: IOS Press
DOI: 10.3233/faia230571

Finite-Trace and Generalized-Reactivity Specifications in Temporal Synthesis

Autori: Giuseppe De Giacomo; Antonio Di Stasio; Lucas M. Tabajara; Moshe Vardi; Shufang Zhu
Pubblicato in: Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence, 2021, Pagina/e 1852-1858
Editore: IJCAI
DOI: 10.24963/ijcai.2021/255

Online Action Recognition

Autori: Suárez-Hernández, A.; Segovia-Aguas, J.; Torras, C.; Alenyà, G.
Pubblicato in: Proceedings of the AAAI Conference on Artificial Intelligence, 2021, Pagina/e 11981-11989
Editore: AAAI

A Dynamic Epistemic Logic with Finite Iteration and Parallel Composition

Autori: Andreas Herzig; Frédéric Maris; Elise Perrotin
Pubblicato in: Proceedings of the 18th International Conference on Principles of Knowledge Representation and Reasoning, 2021, Pagina/e 676–680
Editore: IJCAI
DOI: 10.24963/kr.2021/68

Stream-level Latency Evaluation for Simultaneous Machine Translation

Autori: Iranzo-Sánchez, Javier ; Civera, Jorge ; Juan, Alfons
Pubblicato in: EMNLP 2021, 2021
Editore: Cornel University
DOI: 10.48550/arxiv.2104.08817

ASP-Based Declarative Process Mining

Autori: Francesco Chiariello; Fabrizio Maria Maggi; Fabio Patrizi
Pubblicato in: The 36th AAAI Conference on Artificial Intelligence, 2022
Editore: AAAI

OpenML Benchmarking Suites

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

DP-CTGAN: Differentially Private Medical Data Generation using CTGANs

Autori: Mei Ling Fang, Devendra Singh Dhami and Kristian Kersting,
Pubblicato in: Artificial Intelligence in Medicine, Numero 20, 2022
Editore: Springer

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

Autori: Martin Tamajka, Marcel Vesely, Marian Simko
Pubblicato in: XAI at IJCAI 2022, 2022
Editore: IJCAI

Landmark-Based Approaches for Goal Recognition as Planning

Autori: Ramon Fraga Pereira; Nir Oren; Felipe Meneguzzi
Pubblicato in: The 31st International Conference on Automated Planning and Scheduling, 2021
Editore: AAAI

piBO: Augmenting Acquisition Functions with User Beliefs for Bayesian Optimization

Autori: Carl Hvarfner, Danny Stoll, Artur Souza, Marius Lindauer, Frank Hutter, Luigi Nardi
Pubblicato in: The Tenth International Conference on Learning Representations, 2022
Editore: International Conference on Learning Representations

OPTION : optimization algorithm benchmarking ontology.

Autori: Ana Kostovska, Diederick Vermetten, Carola Doerr, Sašo Džeroski, Panče Panov, Tome Eftimov
Pubblicato in: GECCO '21: Proceedings of the Genetic and Evolutionary Computation Conference Companion, 2021, Pagina/e 239-240, ISBN 978-1-4503-8350-9
Editore: ACM = Association for Computing Machinery
DOI: 10.1145/3449726.3459579

Computing Abductive Explanations for Boosted Trees

Autori: Gilles Audemard, Jean-Marie Lagniez, Pierre Marquis, Nicolas Szczepanski
Pubblicato in: Proceedings of The 26th International Conference on Artificial Intelligence and Statistics, 2023, Pagina/e PMLR 206:4699-4711
Editore: MLResearchPress

Machine Learning for Utility Prediction in Argument-Based Computational Persuasion

Autori: Donadello, Ivan; Hunter, Anthony; Teso, Stefano; Dragoni, Mauro
Pubblicato in: Proceedings of the Thirty-Sixth AAAI Conference on Artificial Intelligence, 2022
Editore: AAAI Press
DOI: 10.48550/arxiv.2112.04953

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

Autori: Matej Zecevic, Devendra Singh Dhami, Athresh Karanam, Sriraam Natarajan and Kristian Kersting
Pubblicato in: Advances in Neural Information Processing Systems, Numero 34, 2021
Editore: Neural Information Processing Systems

An Efficient QAOA via a Polynomial QPU-Needless Approach

Autori: Francisco Chicano, Zakaria Dahi, Gabriel Luque
Pubblicato in: Proceedings of the Companion Conference on Genetic and Evolutionary Computation, Numero 400, 2023, Pagina/e 2187-2194, ISBN 9798400701207
Editore: ACM
DOI: 10.1145/3583133.3596409

Interactive Label Cleaning with Example-based Explanations

Autori: Teso, Stefano; Bontempelli, Andrea; Giunchiglia, Fausto; Passerini, Andrea
Pubblicato in: Advances in Neural Information Processing Systems, 2021
Editore: Neural Information Processing Systems Foundation, Inc. (NIPS)

Optimising Communication Overhead in Federated Learning Using NSGA-II

Autori: José Ángel Morell , Zakaria Abdelmoiz Dahi, Francisco Chicano, Gabriel Luque, Enrique Alba
Pubblicato in: 25th European Conference, EvoApplications 2022, Held as Part of EvoStar 2022, 2022, Pagina/e xx-xx, ISSN 0302-9743
Editore: Springer
DOI: 10.1007/978-3-031-02462-7_21

Finding Structure and Causality in Linear Programs

Autori: Matej Zečević, Florian Peter Busch, Devendra Singh Dhami and Kristian Kersting
Pubblicato in: ICLR Workshop on the Elements of Reasoning: Objects, Structure and Causality, Numero 1, 2022
Editore: openreview

Multi-Agent Abstract Argumentation Frameworks With Incomplete Knowledge of Attacks

Autori: Andreas Herzig, Antonio Yuste-Ginel
Pubblicato in: Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence, IJCAI 2021, 2021, Pagina/e 1922--1928
Editore: ijca.org
DOI: 10.24963/ijcai.2021/265

An LP-Based Approach for Goal Recognition as Planning

Autori: Luisa R. de A. Santos; Felipe Meneguzzi; Ramon Fraga Pereira; Andre G. Pereira
Pubblicato in: Thirty-Fifth AAAI Conference on Artificial Intelligence, 2021
Editore: AAAI

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

Autori: Prajit T. Rajendran, Huascar Espinoza, Agnes Delaborde, Chokri Mraidha
Pubblicato in: 2021
Editore: Springer
DOI: 10.1007/978-3-030-83906-2\_20

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

Autori: Sebastian Pineda Arango, Fabio Ferreira, Arlind Kadra, Frank Hutter, Josif Grabocka
Pubblicato in: arxiv, 2023
Editore: arxiv
DOI: 10.48550/arxiv.2306.03828

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

Autori: Pereira, Ramon Fraga; Fuggitti, Francesco; De Giacomo, Giuseppe
Pubblicato in: arxiv, Numero 51, 2021
Editore: Cornell University
DOI: 10.48550/arxiv.2103.11692

AutoML Adoption in ML Software

Autori: van der Blom, Koen and Serban, Alex and Hoos, Holger and Visser, Joost
Pubblicato in: 8th ICML Workshop on Automated Machine Learning, 2021
Editore: Openreview.net

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

Autori: Hilde Weerts, Florian Pfisterer, Matthias Feurer, Katharina Eggensperger, Edward Bergman, Noor Awad, Joaquin Vanschoren, Mykola Pechenizkiy, Bernd Bischl, Frank Hutter
Pubblicato in: arxiv, 2023
Editore: arxiv
DOI: 10.48550/arxiv.2303.08485

Behavioral QLTL

Autori: De Giacomo, Giuseppe; Perelli, Giuseppe
Pubblicato in: arxiv, Numero 53, 2021
Editore: Cornell University
DOI: 10.48550/arxiv.2102.11184

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

Autori: Giuseppe De Giacomo; Marco Favorito; Francesco Fuggitti
Pubblicato in: arxiv, 2022
Editore: Cornell University
DOI: 10.48550/arxiv.2204.09960

Maximal and minimal dynamic Petri net slicing

Autori: Llorens, Marisa; Oliver, Javier; Silva, Josep; Tamarit, Salvador
Pubblicato in: Arxiv, Numero 13, 2021
Editore: Arxiv

Self-Correcting Bayesian Optimization through Bayesian Active Learning

Autori: Carl Hvarfner, Erik Hellsten, Frank Hutter, Luigi Nardi
Pubblicato in: 2023
Editore: arxiv
DOI: 10.48550/arxiv.2304.11005

Advances in MetaDL: AAAI 2021 Challenge and Workshop

Autori: El Baz, Adrian and Guyon, Isabelle and Liu, Zhengying and van Rijn, Jan N. and Treguer, Sebastien and Vanschoren, Joaquin
Pubblicato in: Proceedings of Machine Learning Research, 2021
Editore: Proceedings of Machine Learning Research

Conditional Teaching Size

Autori: Garcia-Piqueras, Manuel; Hernández-Orallo, José
Pubblicato in: Conditional Teaching Size, Numero 24, 2021
Editore: Arxiv

Learning constraints through partial queries

Autori: Christian Bessiere, Clément Carbonnel, Anton Dries, Emmanuel Hebrard, George Katsirelos, Nina Narodytska, Claude-Guy Quimper, Kostas Stergiou, Dimosthenis C. Tsouros, Toby Walsh
Pubblicato in: Artif. Intell., Numero volume 319, 2023, Pagina/e 103896, ISSN 0004-3702
Editore: Elsevier BV
DOI: 10.1016/j.artint.2023.103896

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

Autori: Mattia Setzu and Riccardo Guidotti and Anna Monreale and Franco Turini and Dino Pedreschi and Fosca Giannotti
Pubblicato in: Artificial Intelligence Journal, Numero 294, 2021, Pagina/e 103457, ISSN 0004-3702
Editore: Elsevier BV
DOI: 10.1016/j.artint.2021.103457

Climate Variability Indices—A Guided Tour

Autori: Mateusz Norel; Michał Kałczyński; Iwona Pińskwar; Krzysztof Krawiec; Zbigniew W. Kundzewicz
Pubblicato in: Geosciences, Numero 1, 2021, ISSN 2076-3263
Editore: MDPI
DOI: 10.3390/geosciences11030128

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

Autori: Inês Terrucha, Elias Fernández Domingos, Francisco C. Santos, Pieter Simoens, Tom Lenaerts
Pubblicato in: PLOS ONE, Numero 19, 2024, Pagina/e e0297213, ISSN 1932-6203
Editore: Public Library of Science
DOI: 10.1371/journal.pone.0297213

Machine Learning Modeling of Climate Variability Impact on River Runoff

Autori: Norel, Mateusz and Krawiec, Krzysztof and Kundzewicz, Zbigniew W
Pubblicato in: Water, Numero 9, 2021, ISSN 2073-4441
Editore: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/w13091177

K-plex cover pooling for graph neural networks

Autori: Davide Bacciu; Alessio Conte; Roberto Grossi; Francesco Landolfi; Andrea Marino
Pubblicato in: Data Mining and Knowledge Discovery, Numero 5, 2021, ISSN 1384-5810
Editore: Kluwer Academic Publishers
DOI: 10.1007/s10618-021-00779-z

Auditing YouTube’s Recommendation Algorithm for Misinformation Filter Bubbles

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

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

Autori: Maaroof, Najlaa and Moreno, Antonio and Valls, Aida and Jabreel, Mohammed and Szeląg, Marcin
Pubblicato in: Applied Sciences, Numero 7, 2022, ISSN 2076-3417
Editore: MDPI
DOI: 10.3390/app12073358

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

Autori: "Dario Albani and Wolfgang {H\""onig} and Daniele Nardi and Nora Ayanian and Vito Trianni"
Pubblicato in: Applied Sciences, 2021, ISSN 2076-3417
Editore: MDPI
DOI: 10.3390/app11073115

P systems in the time of COVID-19

Autori: Fernando Baquero; Marcelino Campos; Carlos Llorens; José M. Sempere
Pubblicato in: P systems in the time of COVID-19, Numero 18, 2021, ISSN 2523-8914
Editore: Springer
DOI: 10.1007/s41965-021-00083-1

Embedding reactive behavior into artifact-centric business process models

Autori: Xavier Oriol; Giuseppe De Giacomo; Montserrat Estañol; Ernest Teniente
Pubblicato in: Future Generation Computer Systems, 2021, ISSN 0167-739X
Editore: 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

Autori: Dariusz Brzezinski and Leandro L. Minku and Tomasz Pewinski and Jerzy Stefanowski and Artur Szumaczuk
Pubblicato in: Knowledge Information Systems, Numero 63, 2021, Pagina/e 1429-1469, ISSN 0219-1377
Editore: Springer Verlag
DOI: 10.1007/s10115-021-01560-w

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

Autori: Giuseppe De Giacomo; Xavier Oriol; Riccardo Rosati; Domenico Fabio Savo
Pubblicato in: Journal of Artificial Intelligence Research, 2021, Pagina/e 1335--1371, ISSN 1076-9757
Editore: Morgan Kaufmann Publishers, Inc.
DOI: 10.1613/jair.1.12414

Synthesis and Properties of Optimally Value-Aligned Normative Systems

Autori: Nieves Montes, Carles Sierra
Pubblicato in: Journal of Artificial Intelligence Research, Numero 74, 2022, Pagina/e 1739-1774, ISSN 1076-9757
Editore: Morgan Kaufmann Publishers, Inc.
DOI: 10.1613/jair.1.13487

Learning MAX-SAT from contextual examples for combinatorial optimisation

Autori: Mohit Kumar, Samuel Kolb, Stefano Teso, Luc De Raedt
Pubblicato in: Artificial Intelligence, Numero 314, 2024, Pagina/e 103794, ISSN 0004-3702
Editore: Elsevier BV
DOI: 10.1016/j.artint.2022.103794

Dynastic Potential Crossover Operator

Autori: Chicano Francisco, Ochoa Gabriela, Whitley L. Darrell, Tinós, Renato
Pubblicato in: Evolutionary Computation, 2021, Pagina/e 1-35, ISSN 1063-6560
Editore: MIT Press
DOI: 10.1162/evco_a_00305

A Lightweight Epistemic Logic and its Application to Planning

Autori: Martin C. Cooper; Andreas Herzig; Faustine Maffre; Frédéric Maris; Elise Perrotin; Pierre Régnier
Pubblicato in: Artificial Intelligence, 2020, ISSN 0004-3702
Editore: Elsevier BV
DOI: 10.1016/j.artint.2020.103437

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

Autori: Rodriguez-Soto, M., Serramia, M., Lopez-Sanchez, M. et al
Pubblicato in: Ethics and Information Technology, 2022, ISSN 1388-1957
Editore: Kluwer Academic Publishers
DOI: 10.1007/s10676-022-09635-0

Enhancing and Evaluating the Product Fuzzy DPLL Solver

Autori: Ivor Uhliarik
Pubblicato in: SN Comput. Sci. 3(5): 388, 2022, ISSN 2661-8907
Editore: Springer
DOI: 10.1007/s42979-022-01192-z

ReliefE : feature ranking in high dimensional spaces via manifold embeddings

Autori: Blaž Škrlj, Sašo Džeroski, Nada Lavrač and Matej Petković
Pubblicato in: Machine learning, Numero 111, 2022, Pagina/e 273-317, ISSN 0885-6125
Editore: Kluwer Academic Publishers
DOI: 10.1007/s10994-021-05998-5

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

Autori: Marcelo de Souza, Marcus Ritt, Manuel Lopez-Ibanez, Leslie Pérez Cáceres
Pubblicato in: Operations Research Perspectives, 2021, Pagina/e 100186, ISSN 2214-7160
Editore: Elsevier BV
DOI: 10.1016/j.orp.2021.100186

Resource separation in dynamic logic of propositional assignments

Autori: Joseph Boudou; Andreas Herzig; Nicolas Troquard
Pubblicato in: Journal of Logical and Algebraic Methods in Programming, 2021, ISSN 2352-2208
Editore: Elsevier BV
DOI: 10.1016/j.jlamp.2021.100683

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

Autori: Mateusz Lango, Jerzy Stefanowski
Pubblicato in: Expert Systems with Applications, Numero 199, 2022, ISSN 0957-4174
Editore: Pergamon Press Ltd.
DOI: 10.1016/j.eswa.2022.116962

Metamodeling and metaquerying in OWL 2 QL

Autori: Maurizio Lenzerini, Lorenzo Lepore, Antonella Poggi
Pubblicato in: Artificial Intelligence, Numero 292, 2021, ISSN 0004-3702
Editore: Elsevier BV

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

Autori: Nieves Montes, Nardine Osman, Carles Sierra
Pubblicato in: Artificial Intelligence, Numero 311, 2024, Pagina/e 103756, ISSN 0004-3702
Editore: Elsevier BV
DOI: 10.1016/j.artint.2022.103756

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

Autori: Eladio Montero-Porras, Jelena Grujić, Elias Fernández Domingos, Tom Lenaerts
Pubblicato in: Scientific Reports, Numero 12, 2022, ISSN 2045-2322
Editore: Nature Publishing Group
DOI: 10.1038/s41598-022-11654-2

Metaheuristics on quantum computers: Inspiration, simulation and real execution

Autori: Zakaria Abdelmoiz Dahi, Enrique Alba
Pubblicato in: Future Generation Computer Systems, 2022, Pagina/e 164-180, ISSN 0167-739X
Editore: Elsevier BV
DOI: 10.1016/j.future.2021.12.015

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

Autori: Joaquín Taverner; Emilio Vivancos; Vicente Botti
Pubblicato in: IEEE Transaction on Affective Computing, Numero 12, 2022, ISSN 1949-3045
Editore: Institute of Electrical and Electronics Engineers
DOI: 10.1109/taffc.2020.3030586

Explaining the performance of multilabel classification methods with data set properties

Autori: Jasmin Bogatinovski,Ljupčo Todorovski,Sašo Džeroski,Dragi Kocev
Pubblicato in: International journal of intelligent systems, 2022, ISSN 0884-8173
Editore: John Wiley & Sons Inc.
DOI: 10.1002/int.22840

FairLens: Auditing black-box clinical decision support systems

Autori: Cecilia Panigutti, Alan Perotti, André Panisson, Paolo Bajardi, Dino Pedreschi
Pubblicato in: Information Processing & Management, Numero 58, 2021, ISSN 0306-4573
Editore: 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

Autori: Christian Cintrano, Javier Ferrer, Manuel López-Ibáñez, Enrique Alba
Pubblicato in: Evolutionary Computation, Numero 31, 2023, Pagina/e 31-51, ISSN 1530-9304
Editore: MIT Press
DOI: 10.1162/evco_a_00314

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

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

Signalling boosts the evolution of cooperation in repeated group interactions

Autori: Luis A. Martinez-Vaquero; Francisco C. Santos; Vito Trianni
Pubblicato in: Journal of the Royal Society Interface, Numero 58, 2020, ISSN 1742-5662
Editore: The Royal Society Publishing
DOI: 10.1098/rsif.2020.0635

SAMBA: AGeneric Framework for Secure Federated Multi-Armed Bandits

Autori: Radu Ciucanu and Pascal Lafourcade and Gael Marcadet and Marta Soare
Pubblicato in: Journal of Artificial Intelligence Research, 2022, ISSN 1076-9757
Editore: Morgan Kaufmann Publishers, Inc.
DOI: 10.1613/jair.1.13163

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

Autori: Marcin Szeląg and Roman Słowiński
Pubblicato in: European Journal of Operational Research, Numero 2023, 2023, ISSN 0377-2217
Editore: Elsevier BV
DOI: 10.1016/j.ejor.2023.09.028

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

Autori: Nieves Montes, Michael Luck, Nardine Osman, Odinaldo Rodrigues, Carles Sierra
Pubblicato in: Autonomous Agents and Multi-Agent Systems, Numero 37, 2023, ISSN 1387-2532
Editore: Kluwer Academic Publishers
DOI: 10.1007/s10458-023-09613-w

Evaluating local explanation methods on ground truth

Autori: Riccardo Guidotti; Riccardo Guidotti
Pubblicato in: Artificial Intelligence, Numero 89, 2021, ISSN 0004-3702
Editore: Elsevier BV
DOI: 10.1016/j.artint.2020.103428

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

Autori: Miguel Rebollo; Rosa M. Benito; Juan Carlos Losada; Javier Galeano
Pubblicato in: Entropy, Numero 7, 2021, ISSN 1099-4300
Editore: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/e23050638

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

Autori: Tómas Thorbjarnarson; Neil Yorke-Smith
Pubblicato in: urn:issn:1932-6203, Numero 57, 2023, ISSN 1932-6203
Editore: Public Library of Science
DOI: 10.1371/journal.pone.0261029

Effective anytime algorithm for multiobjective combinatorial optimization problems

Autori: Miguel Ángel Domínguez-Ríos, Francisco Chicano, Enrique Alba
Pubblicato in: Information Sciences, 2021, Pagina/e 210-228, ISSN 0020-0255
Editore: Elsevier BV
DOI: 10.1016/j.ins.2021.02.074

Reasoning about causality in games

Autori: Hammond, Lewis, James Fox, Tom Everitt, Ryan Carey, Alessandro Abate, and Michael Wooldridge
Pubblicato in: Artificial Intelligence, Numero Volume 320, 2023, Pagina/e 103919, ISSN 1872-7921
Editore: Elsevier

Automating data science

Autori: Tijl De Bie, Luc De Raedt, José Hernández-Orallo, Holger H. Hoos, Padhraic Smyth, Christopher K. I. Williams
Pubblicato in: Communications of the ACM, Numero vol. 65, issue 3, 2022, Pagina/e 76–87, ISSN 0001-0782
Editore: Association for Computing Machinary, Inc.
DOI: 10.1145/3495256

Towards a Framework for Certification of Reliable Autonomous Systems

Autori: Michael Fisher; Viviana Mascardi; Kristin Yvonne Rozier; Bernd-Holger Schlingloff; Michael Winikoff; Neil Yorke-Smith
Pubblicato 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, Numero 11, 2021, ISSN 1387-2532
Editore: Kluwer Academic Publishers
DOI: 10.1007/s10458-020-09487-2

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

Autori: Alessandro Ronca; Mark Kaminski; Bernardo Cuenca Grau; Ian Horrocks
Pubblicato in: Artificial Intelligence, 2022, ISSN 0004-3702
Editore: Elsevier BV
DOI: 10.1016/j.artint.2022.103668

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

Autori: Vojtěch Svátek, Ondřej Zamazal, Viet Bach Nguyen, Jiří Ivánek, Ján Kľuka, Miroslav Vacura
Pubblicato in: Semantic Web, Numero 14, 2023, Pagina/e 1209-1253, ISSN 1570-0844
Editore: IOS Press
DOI: 10.3233/sw-233401

Capping Methods for the Automatic Configuration of Optimization Algorithms

Autori: Marcelo De Souza, Marcus Ritt, Manuel Lopez-Ibanez
Pubblicato in: Computers and Operations Research, 2022, Pagina/e 105615, ISSN 0305-0548
Editore: Pergamon Press Ltd.
DOI: 10.1016/j.cor.2021.105615

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

Autori: Kacper Sokol, Alexander Hepburn, Raul Santos-Rodriguez, Peter Flach
Pubblicato in: Journal of Open Source Education, Numero 5, 2022, Pagina/e 175, ISSN 2577-3569
Editore: Journal of Open Source Education
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A multi-objective approach for communication reduction in federated learning under devices heterogeneity constraints

Autori: José Ángel Morell, Zakaria Abdelmoiz Dahi, Francisco Chicano, Gabriel Luque, Enrique Alba
Pubblicato in: Future Generation Computer Systems, Numero 155, 2024, Pagina/e 367-383, ISSN 0167-739X
Editore: Elsevier BV
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FAT Forensics: A Python toolbox for algorithmic fairness, accountability and transparency

Autori: Kacper Sokol, Raul Santos-Rodriguez, Peter Flach
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Editore: Elsevier
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MLLP-VRAIN Spanish ASR Systems for the Albayzín-RTVE 2020 Speech-to-Text Challenge: Extension

Autori: 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
Pubblicato in: Applies Sciences, 2022, ISSN 2076-3417
Editore: MDPI
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Feature ranking for semi-supervised learning

Autori: Matej Petković, Sašo Džeroski & Dragi Kocev
Pubblicato in: Machine Learning Journal, Numero vol. 111, 2022, ISSN 0885-6125
Editore: Kluwer Academic Publishers
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Qualitative uncertainty and dynamics of argumentation through dynamic logic

Autori: Antonio Yuste-Ginel and Andreas Herzig
Pubblicato in: J. Log. Comput., Numero volume 33, number 2, 2022, Pagina/e 370--405, ISSN 0955-792X
Editore: Oxford University Press
DOI: 10.1093/logcom/exac098

Exact stochastic constraint optimisation with applications in network analysis

Autori: Latour, Anna L.D. and Babaki, Behrouz and Fokkinga, Daniel and Anastacio, Marie and Hoos, Holger H. and Nijssen, Siegfried
Pubblicato in: Artificial Intelligence, 2022, ISSN 0004-3702
Editore: Elsevier BV
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Experimental Evaluation of Description Logic Concept Learning Algorithms for Static Malware Detection

Autori: P. Švec, Š. Balogh, M. Homola
Pubblicato in: Proceedings of the 7th International Conference on Information Systems Security and Privacy - Volume 1: ForSE, 2021, ISSN 2184-4356
Editore: SciTePress
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Evolution of a theory of mind

Autori: Tom Lenaerts, Marco Saponara, Jorge M. Pacheco, Francisco C. Santos
Pubblicato in: iScience, Numero 27, 2024, Pagina/e 108862, ISSN 2589-0042
Editore: Cell Press (Elsevier)
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On Quantifying Literals in Boolean Logic and its Applications to Explainable AI

Autori: Adnan Darwiche, Pierre Marquis
Pubblicato in: Journal of Artificial Intelligence Research, Numero 72(1), 2021, ISSN 1076-9757
Editore: Morgan Kaufmann Publishers, Inc.
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Order-sorted equational generalization algorithm revisited

Autori: Maria Alpuente, ·Santiago Escobar, Jose ́ Meseguer, Julia Sapiña
Pubblicato in: Annals of Mathematics and Artificial Intelligence, 2021, ISSN 1573-7470
Editore: Spring Nature
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Secure Protocols for Cumulative Reward Maximization in Stochastic Multi-Armed Bandits

Autori: Ciucanu, R. and Lafourcade, P. Lombard-Platet, M. and Soare, M.
Pubblicato in: Journal of Computer Security, 2022, ISSN 0926-227X
Editore: IOS Press

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

Autori: Giuseppe De Giacomo; Paolo Felli; Brian Logan; Fabio Patrizi; Sebastian Sardiña
Pubblicato in: Artificial Intelligence, 2021, ISSN 0004-3702
Editore: Elsevier BV
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On the complexity of rational verification

Autori: Gutierrez, Julian and Najib, Muhammad and Perelli, Giuseppe and Wooldridge, Michael
Pubblicato in: Annals of Mathematics and Artificial Intelligence, Numero Volume 91, number 4, 2023, Pagina/e 409-430, ISSN 1012-2443
Editore: Kluwer Academic Publishers

Enhancing Lattice-Based Motion Planning With Introspective Learning and Reasoning

Autori: Mattias Tiger; David Bergström; Andreas Norrstig; Fredrik Heintz
Pubblicato in: IEEE Robotics and Automation Letters, 2021, Pagina/e 4385--4392, ISSN 2377-3766
Editore: IEEE
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Online learning of variable ordering heuristics for constraint optimisation problems

Autori: Floris Doolaard; Neil Yorke-Smith
Pubblicato in: Crossref, Numero 30, 2022, ISSN 1012-2443
Editore: Kluwer Academic Publishers
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Digital twins: State of the art theory and practice, challenges, and open research questions

Autori: Sharma, Angira and Kosasih, Edward and Zhang, Jie and Brintrup, Alexandra and Calinescu, Anisoara
Pubblicato in: Journal of Industrial Information Integration, 2022, Pagina/e 100383, ISSN 2452-414X
Editore: Elsevier
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Lifted Model Checking for Relational MDPs

Autori: Wen-Chi Yang, Jean-Francois Raskin, Luc De Raedt
Pubblicato in: Machine Learning, 2021, ISSN 0885-6125
Editore: Kluwer Academic Publishers

Enabling Game-Theoretical Analysis of Social Rules

Autori: Nieves Montes, Nardine Osman, Carles Sierra
Pubblicato in: Volume 339: Artificial Intelligence Research and Development, 2021, ISSN 1879-8314
Editore: IOS Press
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Automating Data Science: Prospects and Challenges

Autori: De Bie, Tijl and De Raedt, Luc and Hernandez-Orallo, Jose and Hoos, Holger H and Smyth, Padhraic and Williams, Christopher KI
Pubblicato in: Communications of the ACM, 2021, ISSN 0001-0782
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Dynamic and adaptive fault-tolerant asynchronous federated learning using volunteer edge devices

Autori: José Ángel Morell, Enrique Alba
Pubblicato in: Future Generation Computer Systems, Numero 133, 2024, Pagina/e 53-67, ISSN 0167-739X
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autoBOT: evolving neuro-symbolic representations for explainable low resource text classification

Autori: Blaž Škrlj, Matej Martinc, Nada Lavrač & Senja Pollak
Pubblicato in: Machine learning, Numero vol. 110, iss. 4, 2021, Pagina/e 989–1028, ISSN 0885-6125
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Fuzzy OWL-BOOST: Learning Fuzzy Concept Inclusions via Real-Valued Boosting

Autori: Franco Alberto Cardillo and Umberto Straccia
Pubblicato in: Fuzzy Sets and Systems, 2021, ISSN 0165-0114
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A Fresh Approach to Evaluate Performance in Distributed Parallel Genetic Algorithms

Autori: Harada, Tomohiro; Alba, Enrique; Luque, Gabriel
Pubblicato in: Applied Soft Computing, Numero 10, 2022, Pagina/e 108540, ISSN 1568-4946
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Cooperative concurrent games

Autori: Julian Gutierrez, Szymon Kowara, Sarit Kraus, Thomas Steeples, and Michael J. Wooldridge
Pubblicato in: Artificial Intelligence, Numero Volume 314, 2023, Pagina/e 103806, ISSN 1872-7921
Editore: Elsevier

Knowledge-Driven Data Ecosystems Toward Data Transparency

Autori: 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
Pubblicato in: ACM Journal of Data and Information Quality, Numero 14, 2022, ISSN 1936-1955
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A tensor framework for learning in structured domains

Autori: Daniele Castellana, Davide Bacciu
Pubblicato in: Neurocomputing, Numero 470, 2022, Pagina/e 405-426, ISSN 0925-2312
Editore: Elsevier BV
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Occlusion-Based Explanations in Deep Recurrent Models for Biomedical Signals

Autori: Michele Resta; Anna Monreale; Davide Bacciu
Pubblicato in: Numero 8, Numero 68, 2020, ISSN 1099-4300
Editore: Multidisciplinary Digital Publishing Institute (MDPI)
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Defense coordination in security games: Equilibrium analysis and mechanism design

Autori: Jiarui Gan, Edith Elkind, Sarit Kraus, and Michael J. Wooldridge
Pubblicato in: Artificial Intelligence, Numero Volume 313, 2022, Pagina/e 103791, ISSN 1872-7921
Editore: Elsevier

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

Autori: Javier Jorge Adrià Giménez, Joan Albert Silvestre-Cerdà Jorge Civera Albert Sanchis Alfons Juan
Pubblicato in: IEEE/ACM TRANSACTIONS ON AUDIO, SPEECH, AND LANGUAGE PROCESSING, 2022, ISSN 1558-7916
Editore: Institute of Electrical and Electronics Engineers
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From Statistical Relational to Neural Symbolic Artificial Intelligence: a Survey

Autori: Giuseppe Marra, Sebastijan Dumančić, Robin Manhaeve, Luc De Raedt
Pubblicato in: arXiv, 2022, ISSN 2331-8422
Editore: Cornell University
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Expressiveness and Nash Equilibrium in Iterated Boolean Games

Autori: Julian Gutierrez; Paul Harrenstein; Giuseppe Perelli; Michael Wooldridge
Pubblicato in: ACM Transactions on Computational Logic, 2021, ISSN 1529-3785
Editore: Association for Computing Machinary, Inc.
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EVALUATION OF MODERN HERITAGE ASSETS IN POZNAN USING MONOTONIC DECISION RULES

Autori: A. Rumież, M. Szeląg, B. Świt-Jankowska, and P. Marciniak
Pubblicato in: The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, 2023, Pagina/e 1373--1378, ISSN 2194-9034
Editore: International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences

Counterexample-Driven Genetic Programming for Symbolic Regression with Formal Constraints

Autori: Iwo Błądek; Krzysztof Krawiec
Pubblicato in: IEEE Transactions on Evolutionary Computation, Numero 27, 2023, Pagina/e 1327-1339, ISSN 1941-0026
Editore: IEEE
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A Survey on Stability of Learning with Limited Labelled Data and its Sensitivity to the Effects of Randomness

Autori: Branislav Pecher, Ivan Srba, Maria Bielikova
Pubblicato in: ACM Computing Surveys, Numero 57, 2024, Pagina/e 1-40, ISSN 0360-0300
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MultiETSC: automated machine learning for early time series classification

Autori: Ottervanger, Gilles and Baratchi, Mitra and Hoos, Holger H
Pubblicato in: Data Mining and Knowledge Discovery, 2021, ISSN 1384-5810
Editore: Kluwer Academic Publishers
DOI: 10.1007/s10618-021-00781-5

BlackBIRDS: Black-Box Inference foR Differentiable Simulators

Autori: Quera-Bofarull, Arnau and Dyer, Joel and Calinescu, Anisoara and Farmer, J Doyne and Wooldridge, Michael
Pubblicato in: Journal of Open Source Software, Numero Volume 8, Number 89, 2023, Pagina/e 5776, ISSN 2475-9066
Editore: Journal of Open Source Software
DOI: 10.21105/joss.05776

MDP Playground: An Analysis and Debug Testbed for Reinforcement Learning

Autori: Raghu Rajan, Jessica Lizeth Borja Diaz, Suresh Guttikonda, Fabio Ferreira, André Biedenkapp, Jan Ole von Hartz, Frank Hutter
Pubblicato in: Jorunal Artificial Intelligence Research, Numero Vol. 77, 2023, Pagina/e 821--890, ISSN 1076-9757
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T-norms driven loss functions for machine learning

Autori: Francesco Giannini, Michelangelo Diligenti, Marco Maggini, Marco Gori, Giuseppe Marra
Pubblicato in: Applied Intelligence, Numero 53, 2023, Pagina/e 18775-18789, ISSN 0924-669X
Editore: Kluwer Academic Publishers
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From statistical relational to neurosymbolic artificial intelligence: A survey

Autori: Giuseppe Marra, Sebastijan Dumančić, Robin Manhaeve, Luc De Raedt
Pubblicato in: Artificial Intelligence, Numero 328, 2024, Pagina/e 104062, ISSN 0004-3702
Editore: Elsevier BV
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Secure Protocols for Best Arm Identification in Federated Stochastic Multi-Armed Bandits

Autori: Ciucanu, R. and Delabrouille, A. and Lafourcade, P. and Soare, M
Pubblicato in: IEEE Transactions on Dependable and Secure Computing, 2022, ISSN 1545-5971
Editore: IEEE Computer Society

Synthesizing explainable counterfactual policies for algorithmic recourse with program synthesis

Autori: Giovanni De Toni; Bruno Lepri; Andrea Passerini
Pubblicato in: MACHINE LEARNING, Numero 20, 2023, ISSN 1573-0565
Editore: Springer
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Supportive consensus

Autori: Alberto Palomares; Miguel Rebollo; Carlos Carrascosa
Pubblicato in: PLoS ONE, Numero 31, 2020, ISSN 1932-6203
Editore: Public Library of Science
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Streaming cascade-based speech translation leveraged by a direct segmentation model

Autori: Iranzo-Sánchez, Javier; Jorge, Javier; Baquero-Arnal, Pau; Silvestre-Cerdà, Joan Albert ; Giménez, Adrià; Civera, Jorge; Sanchis, Albert; Juan, Alfons
Pubblicato in: Neural Networks, 2021, ISSN 0893-6080
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Ultimate Grounding of Abstract Concepts: A Graded Account

Autori: T. Reinboth, I. Farkaš
Pubblicato in: Journal of Cognition, 2022, ISSN 2514-4820
Editore: Ubiquity Press
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Generating networks of genetic processors

Autori: Marcelino Campos; José M. Sempere
Pubblicato in: Generating networks of genetic processors, Numero 30, 2021, ISSN 1573-7632
Editore: Springer Nature
DOI: 10.1007/s10710-021-09423-7

Exploring Customer Price Preference and Product Profit Role in Recommender Systems

Autori: M. Kompan, P. Gaspar, J. Macina, M. Cimerman, M. Bielikova
Pubblicato in: IEEE Intelligent Systems, 2021, ISSN 1541-1672
Editore: Institute of Electrical and Electronics Engineers
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Semiautomatic generation and assessment of Java exercises in engineering education

Autori: David Insa; Sergio Pérez; Josep Silva; Salvador Tamarit
Pubblicato in: Computer Applications in Engineering Education, Numero 24, 2020, ISSN 1099-0542
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Understanding, Explanation, and Active Inference

Autori: Parr, Thomas and Pezzulo, Giovanni
Pubblicato in: Frontiers in Systems Neuroscience, 2021, ISSN 1662-5137
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Expert enhanced dynamic time warping based anomaly detection

Autori: Kloska M., Grmanova G., Rozinajova V.
Pubblicato in: Expert Systems with Applications, 2023, ISSN 0957-4174
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Towards Visual Semantics

Autori: Fausto Giunchiglia; Luca Erculiani; Andrea Passerini
Pubblicato in: SN COMPUTER SCIENCE, Numero 69, 2021, ISSN 2661-8907
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A takeover time-driven adaptive evolutionary algorithm for mobile user tracking in pre-5G cellular networks

Autori: Zakaria Abdelmoiz Dahi, Enrique Alba, Gabriel Luque
Pubblicato in: Applied Soft Computing, 2022, Pagina/e 107992, ISSN 1568-4946
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A Study of Fake News Reading and Annotating in Social Media Context

Autori: Jakub Simko, Patrik Racsko, Matus Tomlein, Martin Hanakova, Robert Moro, Maria Bielikova
Pubblicato in: New Review of Hypermedia and Multimedia, 2021, ISSN 1740-7842
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On the explanatory power of Boolean decision trees

Autori: Gilles Audemard, Steve Bellart, Louenas Bounia, Frédéric Koriche, Jean-Marie Lagniez, Pierre Marquis
Pubblicato in: Data & Knowledge Engineering, Numero 142, 2022, Pagina/e 102088, ISSN 1872-6933
Editore: Science Direct
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Automatic Question Generation Based on Sentence Structure Analysis using Machine Learning Approach

Autori: M.Blšták, V. Rozinajová
Pubblicato in: Natural Language Engineering - journal, 2021, ISSN 1351-3249
Editore: Cambridge University Press
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On the Languages Accepted by Watson-Crick Finite Automata with Delays

Autori: José M. Sempere
Pubblicato in: Numero 8, Numero 9, 2021, ISSN 2227-7390
Editore: MDPI Academic Open Access Publishing
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Error curves for evaluating the quality of feature rankings.

Autori: Ivica Slavkov; Matej Petković; Pierre Geurts; Dragi Kocev; Sašo Džeroski
Pubblicato in: PeerJ computer science, Numero 12, 2020, Pagina/e e310-1-e310-39, ISSN 2376-5992
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Merge-and-Shrink: A Compositional Theory of Transformations of Factored Transition Systems

Autori: Silvan Sievers; Malte Helmert
Pubblicato in: Journal of Artificial Intelligence Research, Numero 71, 2021, Pagina/e 781-883, ISSN 1076-9757
Editore: Morgan Kaufmann Publishers, Inc.
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Negotiation strategies for agents with ordinal preferences: Theoretical analysis and human study

Autori: Noam Hazon, Sefi Erlich, Ariel Rosenfeld, Sarit Kraus
Pubblicato in: Artificial Intelligence, Numero 327, 2024, Pagina/e 104050, ISSN 0004-3702
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Ensemble- and distance-based feature ranking for unsupervised learning

Autori: Matej Petković; Dragi Kocev; Blaž Škrlj; Sašo Džeroski
Pubblicato in: International Journal of Intelligent Systems, Numero vol. 36, no. 7, 2021, Pagina/e 3068-3086, ISSN 0884-8173
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Dynamic Algorithm Configuration: Foundation of a New Meta-Algorithmic Framework

Autori: André Biedenkapp, H. Furkan Bozkurt, Theresa Eimer, Frank Hutter, Marius Lindauer
Pubblicato in: ECAI: Frontiers in Artificial Intelligence and Applications, Numero 325, 2020, Pagina/e 427 - 434, ISSN 0922-6389
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Learning from experience for rapid generation of local car maneuvers

Autori: Kicki, Piotr and Gawron, Tomasz and Cwian, Krzysztof and Ozay, Mete and Skrzypczyński, Piotr
Pubblicato in: Engineering Applications of Artificial Intelligence, Numero 105, 2021, ISSN 0952-1976
Editore: Pergamon Press Ltd.
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How market ecology explains market malfunction

Autori: Scholl, Maarten P and Calinescu, Anisoara and Farmer, J Doyne
Pubblicato in: Proceedings of the National Academy of Sciences, Numero Volume 118, Number 26, 2021, Pagina/e e2015574118, ISSN 0027-8424
Editore: National Academy of Sciences
DOI: 10.1073/pnas.2015574118

Matrix Profile-Based Interpretable Time Series Classifier

Autori: Riccardo Guidotti, Matteo D’Onofrio
Pubblicato in: Frontiers in Artificial Intelligence, Numero 4, 2021, ISSN 2624-8212
Editore: Frontiers Media SA
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Explanatory machine learning for sequential human teaching

Autori: Lun Ai, Johannes Langer, Stephen H. Muggleton, Ute Schmid
Pubblicato in: Machine Learning, 2023, ISSN 0885-6125
Editore: Kluwer Academic Publishers
DOI: 10.1007/s10994-023-06351-8

Explainable AI techniques in Trustworthy Object detection

Autori: Raili Virtanen
Pubblicato in: 2023
Editore: Aalto university, Espoo, Finland

Ensemble of Counterfactual Explainers

Autori: Riccardo Guidotti; Salvatore Ruggieri
Pubblicato in: DS, Numero 51, 2021, ISBN 978-3-030-88941-8
Editore: SPRINGER
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Using Distributed Risk Maps by Consensus as a Complement to Contact Tracing Apps

Autori: Rebollo, M., Benito, R.M., Losada, J.C., Galeano, J.
Pubblicato in: Complex Networks & Their Applications IX., 2020, ISBN 978-3-030-65346-0
Editore: Sprienger
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Customer churn analytics using monotonic rules

Autori: Marcin Szeląg and Roman Słowiński
Pubblicato in: Progress in Polish Artificial Intelligence Research 4, Numero 2023, 2023, Pagina/e 287-292, ISBN 978-83-66741-92-8
Editore: Wydawnictwo Politechniki Łódzkiej

Towards Symbolic Time Series Representation Improved by Kernel Density Estimators.

Autori: M. Kloska, V. Rozinajova
Pubblicato 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
Editore: Springer
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Consensus for Collaborative Creation of Risk Maps for COVID-19

Autori: M. Rebollo, C. Carrascosa, and A. Palomares
Pubblicato in: Trustworthy AI - Integrating Learning, Optimization and Reasoning., 2020, ISBN 978-3-030-73958-4
Editore: Springer
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Dominance-based Rough Set Approach, basic ideas and main trends

Autori: Błaszczyński, Jerzy and Greco, Salvatore and Matarazzo, Benedetto and Szeląg, Marcin
Pubblicato 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
Editore: Springer
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Principles of Explainable Artificial Intelligence

Autori: Riccardo Guidotti, Anna Monreale, Dino Pedreschi, Fosca Giannotti
Pubblicato in: Explainable AI Within the Digital Transformation and Cyber Physical Systems, 2021, ISBN 978-3-030-76408-1
Editore: Springer
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Optimal Teaching Curricula with Compositional Simplicity Priors

Autori: M Garcia-Piqueras, J Hernández-Orallo
Pubblicato in: Machine Learning and Knowledge Discovery in Databases., 2021, ISBN 978-3-030-86485-9
Editore: Springer Nature Switzerland
DOI: 10.1007/978-3-030-86486-6

Value-Alignment Equilibrium in Multiagent Systems

Autori: Nieves Montes; Carles Sierra
Pubblicato in: isbn: 978-3-030-73958-4, Numero 73, 2020
Editore: Springer International Publishing
DOI: 10.1007/978-3-030-73959-1_17

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