Argumentation-based Deep Interactive EXplanations(ADIX)

Causal Discovery and Injection for Feed-Forward Neural Networks

Autores: Russo, Toni
Publicado en: 2022
Editor: arxiv

Explaining classifiers’ outputs with causal models and argumentation

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

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

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

SpArX: Sparse Argumentative Explanations for Neural Networks

Autores: Ayoobi, Potyka, Toni
Publicado en: 2023
Editor: arxiv

Argumentative explanations for pattern-based text classifiers

Autores: Lertvittayakumjorn, Toni
Publicado en: Argument&Computation, 2023, ISSN 0000-0000
Editor: IOS Press

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

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

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

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

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

On the Tradeoff Between Correctness and Completeness in Argumentative Explainable AI

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

Formalising the Robustness of Counterfactual Explanations for Neural Network

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

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

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

On interactive explanations as reasoning.

Autores: Paulino-Passos, Toni
Publicado en: 2022
Editor: NA

Descriptive Accuracy in Explanations: The Case of Probabilistic Classifiers.

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

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

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

On interactive explanations as nonmonotonic reasoning

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

Learning Assumption-based Argumentation Frameworks

Autores: Proietti, Toni
Publicado en: IJCRL2022, 2023
Editor: arxiv

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

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