Interpreting Neural Networks as Gradual Argumentation Frameworks (Including Proof Appendix)

10 December 2020

Nico Potyka

Papers citing "Interpreting Neural Networks as Gradual Argumentation Frameworks (Including Proof Appendix)"

22 / 22 papers shown

Title
ILLC: Iterative Layer-by-Layer Compression for Enhancing Structural Faithfulness in SpArX Ungsik Kim 45 0 0 05 Mar 2025
Argumentation Computation with Large Language Models : A Benchmark Study Zhaoqun Li Xiaotong Fang Chen Chen Mengze Li Beishui Liao LRM 73 0 0 21 Dec 2024
Argumentation and Machine Learning Antonio Rago Kristijonas Čyras Jack Mumford Oana Cocarascu 31 0 0 31 Oct 2024
PeerArg: Argumentative Peer Review with LLMs Purin Sukpanichnant Anna Rapberger Francesca Toni 20 2 0 25 Sep 2024
Applying Attribution Explanations in Truth-Discovery Quantitative Bipolar Argumentation Frameworks Xiang Yin Nico Potyka Francesca Toni FAtt 29 0 0 09 Sep 2024
Temporal Many-valued Conditional Logics: a Preliminary Report Mario Alviano Laura Giordano Daniele Theseider Dupré AI4CE 25 1 0 06 Sep 2024
Predictive Multiplicity of Knowledge Graph Embeddings in Link Prediction Yuqicheng Zhu Nico Potyka M. Nayyeri Bo Xiong Yunjie He Evgeny Kharlamov Steffen Staab 55 1 0 15 Aug 2024
CE-QArg: Counterfactual Explanations for Quantitative Bipolar Argumentation Frameworks (Technical Report) Xiang Yin Nico Potyka Francesca Toni 32 1 0 11 Jul 2024
Explaining Arguments' Strength: Unveiling the Role of Attacks and Supports (Technical Report) Xiang Yin Potyka Nico Francesca Toni FAtt 25 3 0 22 Apr 2024
Contribution Functions for Quantitative Bipolar Argumentation Graphs: A Principle-based Analysis T. Kampik Nico Potyka Xiang Yin K. Čyras Francesca Toni 20 6 0 16 Jan 2024
Recourse under Model Multiplicity via Argumentative Ensembling (Technical Report) Junqi Jiang Antonio Rago Francesco Leofante Francesca Toni 23 7 0 22 Dec 2023
ProtoArgNet: Interpretable Image Classification with Super-Prototypes and Argumentation [Technical Report] Hamed Ayoobi Nico Potyka Francesca Toni 36 2 0 26 Nov 2023
Argument Attribution Explanations in Quantitative Bipolar Argumentation Frameworks (Technical Report) Xiang Yin Nico Potyka Francesca Toni 18 7 0 25 Jul 2023
Interactive Explanations by Conflict Resolution via Argumentative Exchanges Antonio Rago Hengzhi Li Francesca Toni 21 17 0 27 Mar 2023
SpArX: Sparse Argumentative Explanations for Neural Networks [Technical Report] Hamed Ayoobi Nico Potyka Francesca Toni 16 17 0 23 Jan 2023
Many-valued Argumentation, Conditionals and a Probabilistic Semantics for Gradual Argumentation Mario Alviano Laura Giordano Daniele Theseider Dupré AI4CE 30 1 0 14 Dec 2022
A Concept and Argumentation based Interpretable Model in High Risk Domains Haixiao Chi Dawei Wang Gaojie Cui Feng Mao Beishui Liao 17 1 0 17 Aug 2022
Explaining Causal Models with Argumentation: the Case of Bi-variate Reinforcement Antonio Rago P. Baroni Francesca Toni CML 15 5 0 23 May 2022
Argumentative Explanations for Pattern-Based Text Classifiers Piyawat Lertvittayakumjorn Francesca Toni 27 4 0 22 May 2022
An ASP approach for reasoning on neural networks under a finitely many-valued semantics for weighted conditional knowledge bases Laura Giordano Daniele Theseider Dupré 23 21 0 02 Feb 2022
From Weighted Conditionals of Multilayer Perceptrons to Gradual Argumentation and Back Laura Giordano AI4CE 24 2 0 07 Oct 2021
A Tutorial for Weighted Bipolar Argumentation with Continuous Dynamical Systems and the Java Library Attractor Nico Potyka 27 10 0 30 Nov 2018