Argumentation-based Deep Interactive EXplanations(ADIX)

Project Information

ADIX

Grant agreement ID: 101020934

DOI

10.3030/101020934

EC signature date 26 August 2021

Start date 1 October 2021

End date 30 September 2026

Funded under

• EXCELLENT SCIENCE - European Research Council (ERC)

Total cost

€ 2 500 001,25

EU contribution

€ 2 500 000,00

Coordinated by

IMPERIAL COLLEGE OF SCIENCE TECHNOLOGY AND MEDICINE
United Kingdom

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

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

Publications

Conference proceedings (50)

Learning Brave Assumption-Based Argumentation Frameworks via ASP

Author(s): De Angelis; Proietti; Toni
Published in: ECAI2024, 2024
Publisher: IOS Press

Applying Attribution Explanations in Truth-Discovery Quantitative Bipolar Argumentation Frameworks

Author(s): Yin; Potyka;T oni
Published in: ArgXAI@COMMA 2024, 2024
Publisher: CEUR

PeerArg: Argumentative Peer Review with LLMs

Author(s): Sukpanichnant; Rapberger; Toni
Published in: NeLaMKRR 2024, 2024
Publisher: arxiv

PySpArX - A Python library for generating Sparse Argumentative eXplanations for neural networks

Author(s): Mihailescu; Weng; Sharma; Ghitu; Grewal; Chew; Ayoobi; Potyka; Toni
Published in: ICLP2023, 2023
Publisher: EPTCS

Robust counterfactual explanations in machine learning: a survey

Author(s): Jiang; Leofante; Rago; Toni
Published in: IJCAI2024, 2024
Publisher: IJCAI

ABALearn: An Automated Logic-Based Learning System for ABA Frameworks

Author(s): Tirsi; Proietti; Toni
Published in: AI*IA2023, 2023
Publisher: Springer
DOI: 10.1007/978-3-031-47546-7\_1

On the Correspondence of Non-flat Assumption-based Argumentation and Logic Programming with Negation as Failure in the Head

Author(s): Rapberger; Ulbricht; Toni
Published in: NMR2024, 2024
Publisher: CEUR

Towards a Framework for Evaluating Explanations in Automated Fact Verification

Author(s): Kotonya; Toni
Published in: LREC-COLING2024, 2024
Publisher: NA

Contestable AI Needs Computational Argumentation.

Author(s): Leofante; Ayoobi; Dejl; Freedman; Gorur; Jiang; Paulino-Passos; Rago; Rapberger; Russo; Zhang; Toni
Published in: KR2024, 2024
Publisher: KR

On Monotonicity of Dispute Trees as Explanations for Case-Based Reasoning with Abstract Argumentation

Author(s): Paulino-Passos, Toni
Published in: ArgXAI@COMMA 2022, 2022
Publisher: CEUR

Explaining Random Forests using Bipolar Argumentation and Markov Networks

Author(s): Potyka, Yin, Toni
Published in: AAAI2023, 2023
Publisher: AAAI

Forging Argumentative Explanations from Causal Models

Author(s): Rago, Russo, Albini, Baroni,Toni
Published in: AI3-AIxIA2021 Workshop, 2021
Publisher: CEUR

LRP-Based Argumentative Explanations for Neural Networks

Author(s): Sukpanichnant, Rago, Lertvittayakumjorn,Toni
Published in: XAI.it, Italian Workshop on Explainable Artificial Intelligence., 2021
Publisher: CEUR

Interactive Explanations by Conflict Resolution via Argumentative Exchanges.

Author(s): Rago, Li and Toni
Published in: KR2023, 2023
Publisher: IJCAI Organization

Explaining Arguments’ Strength: Unveiling the Role of Attacks and Supports

Author(s): Yin; Potyka; Toni
Published in: IJCAI2024, 2024
Publisher: IJCAI

On the Tradeoff Between Correctness and Completeness in Argumentative Explainable AI

Author(s): Potyka, Yin, Toni
Published in: ArgXAI@COMMA 2022, 2022
Publisher: CEUR

Formalising the Robustness of Counterfactual Explanations for Neural Network

Author(s): Jiang, Leofante, Rago, Toni
Published in: AAAI2023, 2023
Publisher: AAAI

ABA Learning via ASP

Author(s): De Angelis, Emanuele; Proietti, Maurizio; Toni, Francesca
Published in: 39th International Conference on Logic Programming, ICLP 2023, pp. 1–8, London, UK, 09-15/07/2023, 2023
Publisher: EPTCS
DOI: 10.4204/eptcs.385.1

Causal Discovery and Injection for Feed-Forward Neural Networks

Author(s): Russo, Toni
Published in: ECAI 2023, 2023
Publisher: IOS Press
DOI: 10.3233/faia230495

A Roadmap for Neuro-argumentative Learning

Author(s): Proietti; Toni
Published in: NeSy2023, 2023
Publisher: CEUR

Explaining Causal Models with Argumentation: the Case of Bi-variate Reinforcement

Author(s): Rago, Baroni, Toni
Published in: KR2022, 2022
Publisher: IJCAI Organization

Beyond Logic Programming for Legal Reasoning

Author(s): Nguyen, Ha-Thanh; Toni, Francesca; Stathis, Kostas; Satoh, Ken
Published in: ICLP Workshops 2023, 2023
Publisher: Ceur
DOI: 10.48550/arxiv.2306.16632

Should counterfactual explanations always be data instances?

Author(s): Jiang; Rago; Toni
Published in: XLoKR2022, 2022
Publisher: NA

Predicting Human Judgement in Online Debates with Argumentation.

Author(s): Oluokun; Paulino-Passos; Rago; Toni
Published in: CMNA@COMMA 2024, 2024
Publisher: CEUR

Understanding ProbLog as Probabilistic Argumentation

Author(s): Toni, F; Potyka, N; Ulbricht, M; Totis, P
Published in: ICLP 2023, 2023
Publisher: EPTCS
DOI: 10.4204/eptcs.385.18

Targeted Activation Penalties Help CNNs Ignore Spurious Signals

Author(s): Zhang, Dekai; Williams, Matthew; Toni, Francesca
Published in: AAAI 2024, 2024
Publisher: AAAI Press
DOI: 10.1609/aaai.v38i15.29610

CE-QArg: Counterfactual Explanations for Quantitative Bipolar Argumentation Frameworks.

Author(s): Yin; Potyka; Toni
Published in: KR2024, 2024
Publisher: KR

Integrating User Preferences into Gradual Bipolar Argumentation for Personalised Decision Support

Author(s): Battaglia; Baroni; Rago; Toni
Published in: SUM2024, 2024
Publisher: Springer

A Dataset of Contractual Events in Court Decisions

Author(s): Paulino-Passos; Satoh; Toni
Published in: ICLP Workshops 2023, 2023
Publisher: CEUR

Preference-Based Abstract Argumentation for Case-Based Reasoning

Author(s): Gould; Paulino-Passos; Dadhania; Williams; Toni
Published in: KR2024, 2024
Publisher: KR

How well do SOTA legal reasoning models support abductive reasoning?

Author(s): Nguyen, H-T; Goebel, R; Toni, F; Stathis, K; Satoh, K
Published in: Logic Programming and Legal Reasoning Workshop@ICLP2023, 2023
Publisher: Ceur
DOI: 10.48550/arxiv.2304.06912

Dialectical Reconciliation via Structured Argumentative Dialogues

Author(s): Vasileiou; Kumar; Yeoh; Son; Toni
Published in: KR2024, 2024
Publisher: KR

Descriptive Accuracy in Explanations: The Case of Probabilistic Classifiers.

Author(s): Albini, Rago, Baroni, Toni
Published in: SUM2022, 2022
Publisher: Springer

Provably Robust and Plausible Counterfactual Explanations for Neural Networks via Robust Optimisation

Author(s): Jiang, Junqi; Lan, Jianglin; Leofante, Francesco; Rago, Antonio; Toni, Francesca
Published in: Asian Conference on Machine Learning, ACML 2023, 2023
Publisher: PMLR
DOI: 10.48550/arxiv.2309.12545

Argumentative Interpretable Image Classification.

Author(s): Ayoobi; Potyka;Toni
Published in: ArgXAI@COMMA 2024, 2024
Publisher: CEUR

GrASP: A Library for Extracting and Exploring Human-Interpretable Textual Patterns

Author(s): Lertvittayakumjorn, Choshen, Shnarch, Toni
Published in: LREC2022, 2022
Publisher: ACL

On Computing Admissibility in ABA

Author(s): Lehtonen; Rapberger; Toni; Ulbricht; Wallner
Published in: COMMA 2024, 2024
Publisher: IOS Press

Non-flat ABA is an instance of bipolar argumentation

Author(s): Ulbricht; Potyka; Rapberger;Toni
Published in: AAAI2024, 2024
Publisher: AAAI
DOI: 10.1609/aaai.v38i9.28944

On the Robustness of Argumentative Explanations

Author(s): Rapberger; Toni
Published in: COMMA2024, 2024
Publisher: IOS

Black-Box Analysis: GPTs Across Time in Legal Textual Entailment Task

Author(s): Nguyen, Ha-Thanh; Goebel, Randy; Toni, Francesca; Stathis, Kostas; Satoh, Ken
Published in: 2023-ISAILD symposium - International Symposium on Artificial Intelligence and Legal Documents, 2023
Publisher: arxiv
DOI: 10.48550/arxiv.2309.05501

Argument Attribution Explanations in Quantitative Bipolar Argumentation Frameworks

Author(s): Yin, Xiang; Potyka, Nico; Toni, Francesca
Published in: ECAI 2023, 2023
Publisher: IOS Press
DOI: 10.3233/faia230603

Instantiations and Computational Aspects of Non-Flat Assumption-based Argumentation

Author(s): Lehtonen; Rapberger; Toni; Ulbricht; Wallner
Published in: IJCAI2024, 2024
Publisher: IJCAI

On interactive explanations as nonmonotonic reasoning

Author(s): Paulino-Passos, Toni
Published in: XAI workshop@IJCAI 2022, 2022
Publisher: arxiv

Learning Case Relevance in Case-Based Reasoning with Abstract Argumentation

Author(s): Paulino-Passos, Toni
Published in: JURIX 2023, 2023
Publisher: IOS Press
DOI: 10.3233/faia230950

Learning Assumption-based Argumentation Frameworks

Author(s): Proietti, Toni
Published in: ILP2022, 2022
Publisher: Springer
DOI: 10.1007/978-3-031-55630-2\_8

SpArX: Sparse Argumentative Explanations for Neural Networks

Author(s): Ayoobi, Potyka, Toni
Published in: ECAI 2023, 2023
Publisher: IOS Press
DOI: 10.3233/faia230265

Neural QBAFs: Explaining Neural Networks under LRP-Based Argumentation Frameworks

Author(s): Sukpanichnant, Rago, Lertvittayakumjorn,Toni
Published in: AIxIA2021, the 20th International Conference of the Italian Association for Artificial Intelligence-post-proceedings, 2021
Publisher: Springer

Argumentative Causal Discovery

Author(s): Russo; Rapberger; Toni
Published in: KR2024, 2024
Publisher: KR
DOI: 10.48550/arxiv.2405.11250

Recourse under Model Multiplicity via Argumentative Ensembling (Technical Report)

Author(s): Jiang, Junqi; Rago, Antonio; Leofante, Francesco; Toni, Francesca
Published in: AAMAS 2024, 2024
Publisher: ACM
DOI: 10.5555/3635637.3662950

ArguCast: a system for online multi-forecasting with gradual argumentation

Author(s): Gorur; Rago ; Toni
Published in: Arg&App@KR2023, 2023
Publisher: CEUR

Other (16)

Causal Discovery and Knowledge Injection for Contestable Neural Networks (with Appendices)

Author(s): Russo, Toni
Published in: 2022
Publisher: arxiv
DOI: 10.48550/arxiv.2205.09787

Shapley-PC: Constraint-based Causal Structure Learning with Shapley Values

Author(s): Russo, Fabrizio; Toni, Francesca
Published in: 2023
Publisher: arxiv
DOI: 10.48550/arxiv.2312.11582

ProtoArgNet: Interpretable Image Classification with Super-Prototypes and Argumentation [Technical Report]

Author(s): Ayoobi, Hamed; Potyka, Nico; Toni, Francesca
Published in: 2023
Publisher: arxiv
DOI: 10.48550/arxiv.2311.15438

Interval abstractions for robust counterfactual explanations.

Author(s): Jiang; Leofante; Rago; Toni
Published in: Artif. Intell., 2024
Publisher: Elsevier

Interactive Explanations by Conflict Resolution via Argumentative Exchanges.

Author(s): Rago, Li and Toni
Published in: 2023
Publisher: arxiv
DOI: 10.48550/arxiv.2303.15022

Forecasting with jury-based probabilistic argumentation

Author(s): Toni; Rago; Cyras
Published in: J. Appl. Non Class. Logics, 2023
Publisher: Taylor & Francis
DOI: 10.1080/11663081.2023.2244716

Towards a Theory of Faithfulness: Faithful Explanations of Differentiable Classifiers over Continuous Data

Author(s): Potyka, Yin, Toni
Published in: 2022
Publisher: arxiv

CAFE: Conflict-Aware Feature-wise Explanations

Author(s): Dejl, A; Ayoobi, H; Williams, M; Toni, F
Published in: 2023
Publisher: arxiv
DOI: 10.48550/arxiv.2310.20363

Explaining Random Forests using Bipolar Argumentation and Markov Networks (Technical Report)

Author(s): Potyka; Yin; Toni
Published in: 2022
Publisher: arxiv
DOI: 10.48550/arxiv.2211.11699

Can large language models perform relation-based argument mining?

Author(s): Gorur; Rago; Toni
Published in: 2024
Publisher: arxiv
DOI: 10.48550/arxiv.2402.11243

Argument Attribution Explanations in Quantitative Bipolar Argumentation Frameworks (Technical Report)

Author(s): Yin, Xiang; Potyka, Nico; Toni, Francesca
Published in: 2023
Publisher: arxiv
DOI: 10.48550/arxiv.2307.13582

A negation detection assessment of GPTs: analysis with the xNot360 dataset

Author(s): Nguyen; Goebel; Toni; Stathis; Satoh
Published in: 2023
Publisher: arxiv
DOI: 10.48550/arxiv.2306.16638

Contribution functions for quantitative bipolar argumentation graphs: A principle-based analysis. Int.

Author(s): Kampik; Potyka; Yin; Cyras; Toni
Published in: J. Approx. Reason., 2024
Publisher: Elsevier

Explaining Image Classification with Visual Debates

Author(s): Kori; Glocker; Toni
Published in: 2022
Publisher: arxiv

SpArX: Sparse Argumentative Explanations for Neural Networks [Technical Report]

Author(s): Ayoobi, Hamed; Potyka, Nico; Toni, Francesca
Published in: Issue 1, 2023
Publisher: arxiv
DOI: 10.48550/arxiv.2301.09559

Technical Report on the Learning of Case Relevance in Case-Based Reasoning with Abstract Argumentation

Author(s): Paulino-Passos, G; Toni, F
Published in: 2023
Publisher: arxiv
DOI: 10.48550/arxiv.2310.19607

Peer reviewed articles (3)

Explaining classifiers’ outputs with causal models and argumentation

Author(s): Rago, Russo, Albini, Toni, Baroni
Published in: Journal of Applied Logics - IfCoLog Journal, 2023, ISSN 2631-9810
Publisher: College Publications

Achieving Descriptive Accuracy in Explanations via Argumentation: the Case of Probabilistic Classifiers

Author(s): Albini, Rago, Baroni, Toni
Published in: Frontiers in AI, section Machine Learning and AI., 2023, ISSN 0000-0000
Publisher: Frontiers

Argumentative explanations for pattern-based text classifiers

Author(s): Lertvittayakumjorn, Toni
Published in: Argument&Computation, 2023, ISSN 1946-2174
Publisher: IOS Press
DOI: 10.3233/aac-220004