VCNet: A self-explaining model for realistic counterfactual generation

VCNet: A self-explaining model for realistic counterfactual generation

21 December 2022

Victor Guyomard

Franccoise Fessant

Tassadit Bouadi

Alexandre Termier

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Papers citing "VCNet: A self-explaining model for realistic counterfactual generation"

13 / 13 papers shown

Title
Prediction via Shapley Value Regression Amr Alkhatib Roman Bresson Henrik Bostrom Michalis Vazirgiannis TDI FAtt 118 0 0 07 May 2025
Explanations Go Linear: Interpretable and Individual Latent Encoding for Post-hoc Explainability Simone Piaggesi Riccardo Guidotti F. Giannotti D. Pedreschi FAtt LRM 447 0 0 29 Apr 2025
Evaluating Explanations Through LLMs: Beyond Traditional User Studies Francesco Bombassei De Bona Gabriele Dominici Tim Miller Marc Langheinrich M. Gjoreski 55 6 0 23 Oct 2024
Self-eXplainable AI for Medical Image Analysis: A Survey and New Outlooks Junlin Hou Sicen Liu Yequan Bie Hongmei Wang Andong Tan Luyang Luo Hao Chen XAI 113 5 0 03 Oct 2024
The Gaussian Discriminant Variational Autoencoder (GdVAE): A Self-Explainable Model with Counterfactual Explanations Anselm Haselhoff Kevin Trelenberg Fabian Küppers Jonas Schneider 62 1 0 19 Sep 2024
Enhancing Counterfactual Image Generation Using Mahalanobis Distance with Distribution Preferences in Feature Space Yukai Zhang Ao Xu Zihao Li Tieru Wu 82 1 0 31 May 2024
Federated Behavioural Planes: Explaining the Evolution of Client Behaviour in Federated Learning Dario Fenoglio Gabriele Dominici Pietro Barbiero Alberto Tonda M. Gjoreski Marc Langheinrich FedML 76 0 0 24 May 2024
Robust Stochastic Graph Generator for Counterfactual Explanations Mario Alfonso Prado-Romero Bardh Prenkaj Giovanni Stilo CML 74 4 0 18 Dec 2023
Viewing the process of generating counterfactuals as a source of knowledge: a new approach for explaining classifiers Vincent Lemaire Nathan Le Boudec Victor Guyomard Franccoise Fessant CML 56 0 0 08 Sep 2023
Interpretable Graph Neural Networks for Tabular Data Amr Alkhatib Sofiane Ennadir Henrik Bostrom Michalis Vazirgiannis LMTD 100 5 0 17 Aug 2023
Generating robust counterfactual explanations Victor Guyomard Franccoise Fessant Thomas Guyet Tassadit Bouadi Alexandre Termier 77 11 0 24 Apr 2023
Efficient XAI Techniques: A Taxonomic Survey Yu-Neng Chuang Guanchu Wang Fan Yang Zirui Liu Xuanting Cai Mengnan Du Helen Zhou 74 34 0 07 Feb 2023
CounterNet: End-to-End Training of Prediction Aware Counterfactual Explanations Hangzhi Guo T. Nguyen A. Yadav OffRL 59 16 0 15 Sep 2021