Argumentation-based Deep Interactive EXplanations(ADIX)

Argumentatively Coherent Judgmental Forecasting

Autores: Gorur; Rago; Toni
Publicado en: ECAI, 2025
Editor: IOS Press

Learning Brave Assumption-Based Argumentation Frameworks via ASP

Autores: De Angelis; Proietti; Toni
Publicado en: ECAI2024, 2024
Editor: IOS Press

Applying Attribution Explanations in Truth-Discovery Quantitative Bipolar Argumentation Frameworks

Autores: Yin; Potyka;T oni
Publicado en: ArgXAI@COMMA 2024, 2024
Editor: CEUR

Argumentative Large Language Models for Explainable and Contestable Claim Verification

Autores: Freedman; Dejl; Gorur; Yin; Rago; Toni
Publicado en: AAAI, 2025
Editor: AAAI

PeerArg: Argumentative Peer Review with LLMs

Autores: Sukpanichnant; Rapberger; Toni
Publicado en: NeLaMKRR 2024, 2024
Editor: arxiv

Evaluating Uncertainty Quantification Methods in Argumentative Large Language Models

Autores: Zhou; Dejl; Freedman; Chen; Rago; Toni
Publicado en: EMNLP, 2025
Editor: ACL

Exploring the Effect of Explanation Content and Format on User Comprehension and Trust in Healthcare

Autores: Rago; Palfi; Sukpanichnant; Vivek; Nabli; Kostopoulou; Kinross; Toni
Publicado en: ECAI, 2025
Editor: IOS Press

Neuro-Argumentative Learning with Case-Based Reasoning

Autores: Gould; Toni
Publicado en: NeSy, 2025
Editor: PMLR

Argumentation-based Explainable Recommender System with ARES

Autores: Felici; De Angelis; Ferrato; Proietti; Sansonetti; Toni
Publicado en: ArgXAI workshop, 2025
Editor: CEUR

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

Autores: Mihailescu; Weng; Sharma; Ghitu; Grewal; Chew; Ayoobi; Potyka; Toni
Publicado en: ICLP2023, 2023
Editor: EPTCS

Robust counterfactual explanations in machine learning: a survey

Autores: Jiang; Leofante; Rago; Toni
Publicado en: IJCAI2024, 2024
Editor: IJCAI

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

Autores: Tirsi; Proietti; Toni
Publicado en: AI*IA2023, 2023
Editor: 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

Autores: Rapberger; Ulbricht; Toni
Publicado en: NMR2024, 2024
Editor: CEUR

Hidden Conflicts in Neural Networks and their Implications for Explainability

Autores: Dejl; Zhang; Ayoobi; Williams; Toni
Publicado en: FAccT, 2025
Editor: ACM

Towards a Framework for Evaluating Explanations in Automated Fact Verification

Autores: Kotonya; Toni
Publicado en: LREC-COLING2024, 2024
Editor: NA

Contestable AI Needs Computational Argumentation.

Autores: Leofante; Ayoobi; Dejl; Freedman; Gorur; Jiang; Paulino-Passos; Rago; Rapberger; Russo; Zhang; Toni
Publicado en: KR2024, 2024
Editor: KR

From User Preferences to Base Score Extraction Functions in Gradual Argumentation

Autores: Civit; Rago; Andriella;Alenyà; Toni
Publicado en: AAMAS, 2026
Editor: ACM

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

Autores: Paulino-Passos, Toni
Publicado en: ArgXAI@COMMA 2022, 2022
Editor: CEUR

Strength Change Explanations in Quantitative Argumentation

Autores: Kampik; Yin; Potyka; Toni
Publicado en: AAMAS, 2026
Editor: ACM

Argumentative LLMs for Legal Information Entailment

Autores: Lindsay; Toni; Nguyen; Nguyen; Anh,; Chu,; Nguyen; Nguyen
Publicado en: JURIX, 2025
Editor: IOS Press

Explaining Random Forests using Bipolar Argumentation and Markov Networks

Autores: Potyka, Yin, Toni
Publicado en: AAAI2023, 2023
Editor: AAAI

Forging Argumentative Explanations from Causal Models

Autores: Rago, Russo, Albini, Baroni,Toni
Publicado en: AI3-AIxIA2021 Workshop, 2021
Editor: CEUR

On Gradual Semantics for Assumption-Based Argumentation

Autores: Rapberger; Russo; Rago; Toni
Publicado en: KR, 2025
Editor: IJCAI

A Methodology for Incompleteness-Tolerant and Modular Gradual Semantics for Argumentative Statement Graphs

Autores: Antonio Rago, Stylianos Loukas Vasileiou, Son Tran, Francesca Toni, William Yeoh
Publicado en: Proceedings of the TwentySecond International Conference on Principles of Knowledge Representation and Reasoning, 2025, Página(s) 500-511
Editor: International Joint Conferences on Artificial Intelligence Organization
DOI: 10.24963/kr.2025/49

On Independence and SCC-Recursiveness in Assumption-Based Argumentation

Autores: Blumel; Rapberger; Thimm; Toni
Publicado en: IJCAI, 2025
Editor: IJCAI

LRP-Based Argumentative Explanations for Neural Networks

Autores: Sukpanichnant, Rago, Lertvittayakumjorn,Toni
Publicado en: XAI.it, Italian Workshop on Explainable Artificial Intelligence., 2021
Editor: CEUR

Interactive Explanations by Conflict Resolution via Argumentative Exchanges.

Autores: Rago, Li and Toni
Publicado en: KR2023, 2023
Editor: IJCAI Organization

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

Autores: Yin; Potyka; Toni
Publicado en: IJCAI2024, 2024
Editor: IJCAI

On the Tradeoff Between Correctness and Completeness in Argumentative Explainable AI

Autores: Potyka, Yin, Toni
Publicado en: ArgXAI@COMMA 2022, 2022
Editor: CEUR

Counterfactual Explanations Under Model Multiplicity and Their Use in Computational Argumentation

Autores: Alfano; Gould; Leofante; Rago; Toni
Publicado en: IJCAI, 2025
Editor: IJCAI

Heterogeneous Graph Neural Networks for Credulous Acceptance of Assumptions in ABA

Autores: Gehlot; Rapberger; Russo; Toni
Publicado en: Arg&App workshop, 2025
Editor: N/A

Learning to Contest Argumentative Claims

Autores: De Angelis; Proietti; Toni
Publicado en: RuleML+RR, 2025
Editor: Springer

Formalising the Robustness of Counterfactual Explanations for Neural Network

Autores: Jiang, Leofante, Rago, Toni
Publicado en: AAAI2023, 2023
Editor: AAAI

ABA Learning via ASP

Autores: De Angelis, Emanuele; Proietti, Maurizio; Toni, Francesca
Publicado en: 39th International Conference on Logic Programming, ICLP 2023, pp. 1–8, London, UK, 09-15/07/2023, 2023
Editor: EPTCS
DOI: 10.4204/eptcs.385.1

Causal Discovery and Injection for Feed-Forward Neural Networks

Autores: Russo, Toni
Publicado en: ECAI 2023, 2023
Editor: IOS Press
DOI: 10.3233/faia230495

A Roadmap for Neuro-argumentative Learning

Autores: Proietti; Toni
Publicado en: NeSy2023, 2023
Editor: CEUR

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

Autores: Rago, Baroni, Toni
Publicado en: KR2022, 2022
Editor: IJCAI Organization

ADA-X: An Online System for Fully Automated, Explainable Review Aggregation

Autores: Gao; Muyassar; Hunanyan; Pongpanich; Rago; Toni
Publicado en: ECAI, 2025
Editor: IOS Press

Beyond Logic Programming for Legal Reasoning

Autores: Nguyen, Ha-Thanh; Toni, Francesca; Stathis, Kostas; Satoh, Ken
Publicado en: ICLP Workshops 2023, 2023
Editor: Ceur
DOI: 10.48550/arxiv.2306.16632

Should counterfactual explanations always be data instances?

Autores: Jiang; Rago; Toni
Publicado en: XLoKR2022, 2022
Editor: NA

Argumentative Debates for Transparent Bias Detection

Autores: Ayoobi; Potyka; Rapberger; Toni
Publicado en: AAAI, 2026
Editor: AAAI

Predicting Human Judgement in Online Debates with Argumentation.

Autores: Oluokun; Paulino-Passos; Rago; Toni
Publicado en: CMNA@COMMA 2024, 2024
Editor: CEUR

Understanding ProbLog as Probabilistic Argumentation

Autores: Toni, F; Potyka, N; Ulbricht, M; Totis, P
Publicado en: ICLP 2023, 2023
Editor: EPTCS
DOI: 10.4204/eptcs.385.18

Neuro-Argumentative Learning with Legal Text

Autores: Vasileiadis; De Angelis; Proietti; Toni
Publicado en: ANSyA@ECAI, 2025
Editor: CEUR

Detecting Scientific Fraud Using Argument Mining

Autores: Freedman; Toni
Publicado en: Argument Mining Workshop, 2024
Editor: ACL

Targeted Activation Penalties Help CNNs Ignore Spurious Signals

Autores: Zhang, Dekai; Williams, Matthew; Toni, Francesca
Publicado en: AAAI 2024, 2024
Editor: AAAI Press
DOI: 10.1609/aaai.v38i15.29610

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

Autores: Yin; Potyka; Toni
Publicado en: KR2024, 2024
Editor: KR

Integrating User Preferences into Gradual Bipolar Argumentation for Personalised Decision Support

Autores: Battaglia; Baroni; Rago; Toni
Publicado en: SUM2024, 2024
Editor: Springer

Towards a Framework for Evaluating Explanations in Automated Fact Verification

Autores: Kotonya; Toni
Publicado en: LREC-COLING, 2024
Editor: ELRA and ICCL

XAI-Units: Benchmarking Explainability Methods with Unit Tests

Autores: Lee; Emami; Hollins; Wong; Villalobos Sanchez; Toni; Zhang; Dejl
Publicado en: FAccT, 2025
Editor: ACM

A Dataset of Contractual Events in Court Decisions

Autores: Paulino-Passos; Satoh; Toni
Publicado en: ICLP Workshops 2023, 2023
Editor: CEUR

Object-Centric Case-Based Reasoning via Argumentation

Autores: de Olim Gaul; Gould; Kori; Toni
Publicado en: ArgXAI workshop, 2025
Editor: CEUR

Preference-Based Abstract Argumentation for Case-Based Reasoning

Autores: Gould; Paulino-Passos; Dadhania; Williams; Toni
Publicado en: KR2024, 2024
Editor: KR

Heterogeneous Graph Neural Networks for Assumption-Based Argumentation

Autores: Gehlot; Rapberger; Russo; Toni
Publicado en: AAAI, 2026
Editor: AAAI

Agentified Argumentative Learning

Autores: De Angelis; Proietti; Toni
Publicado en: AI^3@ICLP, 2025
Editor: CEUR

Exploring the Potential for Large Language Models to Demonstrate Rational Probabilistic Beliefs

Autores: Freedman; Toni
Publicado en: FLAIRS, 2025
Editor: OPen Journal Systems

How well do SOTA legal reasoning models support abductive reasoning?

Autores: Nguyen, H-T; Goebel, R; Toni, F; Stathis, K; Satoh, K
Publicado en: Logic Programming and Legal Reasoning Workshop@ICLP2023, 2023
Editor: Ceur
DOI: 10.48550/arxiv.2304.06912

Free Argumentative Exchanges for Explaining Image Classifiers

Autores: Kori; Rago; Toni
Publicado en: AAMAS, 2025
Editor: ACM

Dialectical Reconciliation via Structured Argumentative Dialogues

Autores: Vasileiou; Kumar; Yeoh; Son; Toni
Publicado en: KR2024, 2024
Editor: KR

Descriptive Accuracy in Explanations: The Case of Probabilistic Classifiers.

Autores: Albini, Rago, Baroni, Toni
Publicado en: SUM2022, 2022
Editor: Springer

On the Impact of Sparsification on Quantitative Argumentative Explanations in Neural Networks

Autores: Peacock; Mansi; Potyka; Toni; Yin
Publicado en: ArgXAI workshop, 2025
Editor: CEUR

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

Autores: Jiang, Junqi; Lan, Jianglin; Leofante, Francesco; Rago, Antonio; Toni, Francesca
Publicado en: Asian Conference on Machine Learning, ACML 2023, 2023
Editor: PMLR
DOI: 10.48550/arxiv.2309.12545

Argumentative Interpretable Image Classification.

Autores: Ayoobi; Potyka;Toni
Publicado en: ArgXAI@COMMA 2024, 2024
Editor: CEUR

Can Large Language Models perform Relation-based Argument Mining?

Autores: Gorur; Rago; Toni
Publicado en: COLING, 2025
Editor: ACL

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

Autores: Lertvittayakumjorn, Choshen, Shnarch, Toni
Publicado en: LREC2022, 2022
Editor: ACL

On Computing Admissibility in ABA

Autores: Lehtonen; Rapberger; Toni; Ulbricht; Wallner
Publicado en: COMMA 2024, 2024
Editor: IOS Press

Transparent Visual Reasoning via Object-Centric AgentCollaboration

Autores: Teoh; Glocker;Toni; Kori
Publicado en: ANSyA@ECAI, 2025
Editor: CEUR

Non-flat ABA is an instance of bipolar argumentation

Autores: Ulbricht; Potyka; Rapberger;Toni
Publicado en: AAAI2024, 2024
Editor: AAAI
DOI: 10.1609/aaai.v38i9.28944

On the Robustness of Argumentative Explanations

Autores: Rapberger; Toni
Publicado en: COMMA2024, 2024
Editor: IOS

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

Autores: Nguyen, Ha-Thanh; Goebel, Randy; Toni, Francesca; Stathis, Kostas; Satoh, Ken
Publicado en: 2023-ISAILD symposium - International Symposium on Artificial Intelligence and Legal Documents, 2023
Editor: arxiv
DOI: 10.48550/arxiv.2309.05501

Argument Attribution Explanations in Quantitative Bipolar Argumentation Frameworks

Autores: Yin, Xiang; Potyka, Nico; Toni, Francesca
Publicado en: ECAI 2023, 2023
Editor: IOS Press
DOI: 10.3233/faia230603

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

Autores: Lehtonen; Rapberger; Toni; Ulbricht; Wallner
Publicado en: IJCAI2024, 2024
Editor: IJCAI

ArgLLM-App: An Interactive System for Argumentative Reasoning with Large Language Models

Autores: Dejl; Gorur; Toni
Publicado en: AAMAS, 2026
Editor: ACM

Argumentative Human-AI Decision-Making: Toward AI Agents That Reason With Us, Not For Us

Autores: Stylianos; Rago, Toni, Yeoh.
Publicado en: AAMAS, 2026
Editor: ACM

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

Autores: Russo, Fabrizio; Toni, Francesca
Publicado en: CLeaR, Edición 1, 2025
Editor: PMLR

On interactive explanations as nonmonotonic reasoning

Autores: Paulino-Passos, Toni
Publicado en: XAI workshop@IJCAI 2022, 2022
Editor: arxiv

ProtoArgNet: Interpretable Image Classification with Super-Prototypes and Argumentation

Autores: Ayoobi; Potyka; Toni
Publicado en: AAAI, 2025
Editor: AAAI

Learning Case Relevance in Case-Based Reasoning with Abstract Argumentation

Autores: Paulino-Passos, Toni
Publicado en: JURIX 2023, 2023
Editor: IOS Press
DOI: 10.3233/faia230950

Explainable Prediction of the Mechanical Properties of Composites with CNNs

Autores: Raaghav; Bikos; Rago; Toni; Charalambides
Publicado en: ECAI, 2025
Editor: IOS Press

Learning Assumption-based Argumentation Frameworks

Autores: Proietti, Toni
Publicado en: ILP2022, 2022
Editor: Springer
DOI: 10.1007/978-3-031-55630-2\_8

SpArX: Sparse Argumentative Explanations for Neural Networks

Autores: Ayoobi, Potyka, Toni
Publicado en: ECAI 2023, 2023
Editor: IOS Press
DOI: 10.3233/faia230265

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

Autores: Sukpanichnant, Rago, Lertvittayakumjorn,Toni
Publicado en: AIxIA2021, the 20th International Conference of the Italian Association for Artificial Intelligence-post-proceedings, 2021
Editor: Springer

Representation Consistency for Accurate and Coherent LLM Answer Aggregation

Autores: Jiang; Bewley; Amoukou; Leofante;Rago; Mishra;Toni
Publicado en: NeurIPS, 2025
Editor: TBC

Object-Centric Neuro-Argumentative Learning. NeSy 2025: 1077-1089

Autores: Jacob; Kori; De Angelis; Glocker; Proietti; Toni
Publicado en: NeSy, 2025
Editor: PMLR

Identifying Query-Relevant Neurons in Large Language Models for Long-Form Texts

Autores: Chen; Dejl; Toni
Publicado en: AAAI, 2025
Editor: AAAI

Greedy ABA Learning for Case-Based Reasoning

Autores: De Angelis; Proietti; Toni
Publicado en: AAMAS, 2025
Editor: ACM

Constrained Assumption-Based Argumentation Frameworks

Autores: De Angelis; Fioravanti; Meo; Pettorossi; Proiett; Toni
Publicado en: AAMAS, 2026
Editor: ACM

Argumentative Causal Discovery

Autores: Russo; Rapberger; Toni
Publicado en: KR2024, 2024
Editor: KR
DOI: 10.48550/arxiv.2405.11250

Recourse under Model Multiplicity via Argumentative Ensembling (Technical Report)

Autores: Jiang, Junqi; Rago, Antonio; Leofante, Francesco; Toni, Francesca
Publicado en: AAMAS 2024, 2024
Editor: ACM
DOI: 10.5555/3635637.3662950

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

Autores: Gorur; Rago ; Toni
Publicado en: Arg&App@KR2023, 2023
Editor: CEUR

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

Autores: Russo, Toni
Publicado en: 2022
Editor: arxiv
DOI: 10.48550/arxiv.2205.09787

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

Autores: Russo, Fabrizio; Toni, Francesca
Publicado en: 2023
Editor: arxiv
DOI: 10.48550/arxiv.2312.11582

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

Autores: Ayoobi, Hamed; Potyka, Nico; Toni, Francesca
Publicado en: 2023
Editor: arxiv
DOI: 10.48550/arxiv.2311.15438

Interval abstractions for robust counterfactual explanations.

Autores: Jiang; Leofante; Rago; Toni
Publicado en: Artif. Intell., 2024
Editor: Elsevier

Interactive Explanations by Conflict Resolution via Argumentative Exchanges.

Autores: Rago, Li and Toni
Publicado en: 2023
Editor: arxiv
DOI: 10.48550/arxiv.2303.15022

Forecasting with jury-based probabilistic argumentation

Autores: Toni; Rago; Cyras
Publicado en: J. Appl. Non Class. Logics, 2023
Editor: Taylor & Francis
DOI: 10.1080/11663081.2023.2244716

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

Autores: Potyka, Yin, Toni
Publicado en: 2022
Editor: arxiv

CAFE: Conflict-Aware Feature-wise Explanations

Autores: Dejl, A; Ayoobi, H; Williams, M; Toni, F
Publicado en: 2023
Editor: arxiv
DOI: 10.48550/arxiv.2310.20363

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

Autores: Potyka; Yin; Toni
Publicado en: 2022
Editor: arxiv
DOI: 10.48550/arxiv.2211.11699

Can large language models perform relation-based argument mining?

Autores: Gorur; Rago; Toni
Publicado en: 2024
Editor: arxiv
DOI: 10.48550/arxiv.2402.11243

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

Autores: Yin, Xiang; Potyka, Nico; Toni, Francesca
Publicado en: 2023
Editor: arxiv
DOI: 10.48550/arxiv.2307.13582

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

Autores: Nguyen; Goebel; Toni; Stathis; Satoh
Publicado en: 2023
Editor: arxiv
DOI: 10.48550/arxiv.2306.16638

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

Autores: Kampik; Potyka; Yin; Cyras; Toni
Publicado en: J. Approx. Reason., 2024
Editor: Elsevier

Explaining Image Classification with Visual Debates

Autores: Kori; Glocker; Toni
Publicado en: 2022
Editor: arxiv

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

Autores: Ayoobi, Hamed; Potyka, Nico; Toni, Francesca
Publicado en: Edición 1, 2023
Editor: arxiv
DOI: 10.48550/arxiv.2301.09559

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

Autores: Paulino-Passos, G; Toni, F
Publicado en: 2023
Editor: arxiv
DOI: 10.48550/arxiv.2310.19607

Explaining classifiers’ outputs with causal models and argumentation

Autores: Rago, Russo, Albini, Toni, Baroni
Publicado en: Journal of Applied Logics - IfCoLog Journal, 2023, ISSN 2631-9810
Editor: College Publications

Explainable AI, energy and critical infrastructure systems

Autores: Francesco Leofante, André Artelt, Demetrios Eliades, Anna Korre, Francesca Toni, Tim Miller
Publicado en: AI Magazine, Edición 46, 2025, ISSN 0738-4602
Editor: American Association for Artificial Intelligence (AAAI) Press
DOI: 10.1002/aaai.70033

Argtumour: integrating large language models and computational argumentation to discuss treatment options for high-grade glioma

Autores: Dejl; Ayoobi; Cherrington; Gardner; Toni; Pakzad-Shahabi; Williams
Publicado en: Neuro-Oncology, 2025, ISSN 1522-8517
Editor: Duke University Press

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

Autores: Albini, Rago, Baroni, Toni
Publicado en: Frontiers in AI, section Machine Learning and AI., 2023, ISSN 0000-0000
Editor: Frontiers

Argumentative review aggregation and dialogical explanations

Autores: Rago; Cocarascu;l Oksanen; Toni
Publicado en: Artificial Intelligence, 2025, ISSN 0004-3702
Editor: Elsevier BV

USING COMPUTATIONAL ARGUMENTATION TO INTEGRATE ACTIVITY AND QUALITY OF LIFE DATA TO PREDICT DISEASE PROGRESSION IN PATIENTS WITH HIGH-GRADE GLIOMA

Autores: Gould; Paulino-Passos; Dadhania; Toni; Williams
Publicado en: Neuro-Oncology, 2025, ISSN 1522-8517
Editor: Duke University Press

Argumentative explanations for pattern-based text classifiers

Autores: Lertvittayakumjorn, Toni
Publicado en: Argument&Computation, 2023, ISSN 1946-2174
Editor: IOS Press
DOI: 10.3233/aac-220004

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