On Generating Plausible Counterfactual and Semi-Factual Explanations for Deep Learning

10 September 2020

Papers citing "On Generating Plausible Counterfactual and Semi-Factual Explanations for Deep Learning"

50 / 53 papers shown

Title
Model-Free Counterfactual Subset Selection at Scale Minh Nguyen Viet Hung Doan Anh Tuan Nguyen Jun Jo Quoc Viet Hung Nguyen LRM 54 0 0 12 Feb 2025
Faithful Counterfactual Visual Explanations (FCVE) Bismillah Khan Syed Ali Tariq Tehseen Zia Muhammad Ahsan David Windridge 44 0 0 12 Jan 2025
Interpreting Language Reward Models via Contrastive Explanations Junqi Jiang Tom Bewley Saumitra Mishra Freddy Lecue Manuela Veloso 76 0 0 25 Nov 2024
A Comparative Analysis of Counterfactual Explanation Methods for Text Classifiers Stephen McAleese Mark Keane 36 0 0 04 Nov 2024
Semifactual Explanations for Reinforcement Learning Jasmina Gajcin Jovan Jeromela Ivana Dusparic OffRL 38 0 0 09 Sep 2024
NoMatterXAI: Generating "No Matter What" Alterfactual Examples for Explaining Black-Box Text Classification Models Tuc Nguyen James Michels Hua Shen Thai Le 19 0 0 20 Aug 2024
Case-Enhanced Vision Transformer: Improving Explanations of Image Similarity with a ViT-based Similarity Metric Ziwei Zhao David B. Leake Xiaomeng Ye David J. Crandall ViT 18 1 0 24 Jul 2024
Generally-Occurring Model Change for Robust Counterfactual Explanations Ao Xu Tieru Wu AAML 31 2 0 16 Jul 2024
Enhancing Counterfactual Image Generation Using Mahalanobis Distance with Distribution Preferences in Feature Space Yukai Zhang Ao Xu Zihao Li Tieru Wu 42 1 0 31 May 2024
Relevant Irrelevance: Generating Alterfactual Explanations for Image Classifiers Silvan Mertes Tobias Huber Christina Karle Katharina Weitz Ruben Schlagowski Cristina Conati Elisabeth André 23 0 0 08 May 2024
Counterfactual and Semifactual Explanations in Abstract Argumentation: Formal Foundations, Complexity and Computation Gianvincenzo Alfano S. Greco Francesco Parisi I. Trubitsyna 27 1 0 07 May 2024
COIN: Counterfactual inpainting for weakly supervised semantic segmentation for medical images Dmytro Shvetsov Joonas Ariva M. Domnich Raul Vicente Dmytro Fishman MedIm 32 0 0 19 Apr 2024
Even-Ifs From If-Onlys: Are the Best Semi-Factual Explanations Found Using Counterfactuals As Guides? Saugat Aryal Mark T. Keane 34 4 0 01 Mar 2024
Even-if Explanations: Formal Foundations, Priorities and Complexity Gianvincenzo Alfano S. Greco Domenico Mandaglio Francesco Parisi Reza Shahbazian I. Trubitsyna 26 2 0 17 Jan 2024
Learning from Semi-Factuals: A Debiased and Semantic-Aware Framework for Generalized Relation Discovery Jiaxin Wang Lingling Zhang Jun Liu Tianlin Guo Wenjun Wu 39 1 0 12 Jan 2024
Mixture of Gaussian-distributed Prototypes with Generative Modelling for Interpretable and Trustworthy Image Recognition Chong Wang Yuanhong Chen Fengbei Liu Yuyuan Liu Davis J. McCarthy Helen Frazer Gustavo Carneiro 29 1 0 30 Nov 2023
The Utility of "Even if..." Semifactual Explanation to Optimise Positive Outcomes Eoin M. Kenny Weipeng Huang 29 9 0 29 Oct 2023
Natural Example-Based Explainability: a Survey Antonin Poché Lucas Hervier M. Bakkay XAI 31 12 0 05 Sep 2023
Can We Transfer Noise Patterns? A Multi-environment Spectrum Analysis Model Using Generated Cases Haiwen Du Zheng Ju Yu An Honghui Du Dongjie Zhu Zhaoshuo Tian Aonghus Lawlor Ruihai Dong 18 0 0 02 Aug 2023
On the Connection between Game-Theoretic Feature Attributions and Counterfactual Explanations Emanuele Albini Shubham Sharma Saumitra Mishra Danial Dervovic Daniele Magazzeni FAtt 46 2 0 13 Jul 2023
Interpretable Regional Descriptors: Hyperbox-Based Local Explanations Susanne Dandl Giuseppe Casalicchio Bernd Bischl Ludwig Bothmann 29 8 0 04 May 2023
Iterative Partial Fulfillment of Counterfactual Explanations: Benefits and Risks Yilun Zhou 40 0 0 17 Mar 2023
Explaining Groups of Instances Counterfactually for XAI: A Use Case, Algorithm and User Study for Group-Counterfactuals Greta Warren Markt. Keane Christophe Guéret Eoin Delaney 26 13 0 16 Mar 2023
GAM Coach: Towards Interactive and User-centered Algorithmic Recourse Zijie J. Wang J. W. Vaughan R. Caruana Duen Horng Chau HAI 31 21 0 27 Feb 2023
Towards Meaningful Anomaly Detection: The Effect of Counterfactual Explanations on the Investigation of Anomalies in Multivariate Time Series Max Schemmer Joshua Holstein Niklas Bauer Niklas Kühl G. Satzger 36 2 0 07 Feb 2023
Even if Explanations: Prior Work, Desiderata & Benchmarks for Semi-Factual XAI Saugat Aryal Markt. Keane 28 21 0 27 Jan 2023
Learning Support and Trivial Prototypes for Interpretable Image Classification Chong Wang Yuyuan Liu Yuanhong Chen Fengbei Liu Yu Tian Davis J. McCarthy Helen Frazer G. Carneiro 36 24 0 08 Jan 2023
Mapping Knowledge Representations to Concepts: A Review and New Perspectives Lars Holmberg P. Davidsson Per Linde 34 1 0 31 Dec 2022
Counterfactual Explanations for Misclassified Images: How Human and Machine Explanations Differ Eoin Delaney A. Pakrashi Derek Greene Markt. Keane 35 15 0 16 Dec 2022
Counterfactual Explanations for Support Vector Machine Models S. Salazar Samuel Denton Ansaf Salleb-Aouissi AAML FAtt 20 2 0 14 Dec 2022
This changes to that : Combining causal and non-causal explanations to generate disease progression in capsule endoscopy Anuja Vats A. Mohammed Marius Pedersen Nirmalie Wiratunga MedIm 29 9 0 05 Dec 2022
Identifying Spurious Correlations and Correcting them with an Explanation-based Learning Misgina Tsighe Hagos Kathleen M. Curran Brian Mac Namee 26 10 0 15 Nov 2022
Decomposing Counterfactual Explanations for Consequential Decision Making Martin Pawelczyk Lea Tiyavorabun Gjergji Kasneci CML 26 1 0 03 Nov 2022
Explaining Image Classification with Visual Debates Avinash Kori Ben Glocker Francesca Toni 32 1 0 17 Oct 2022
Formalising the Robustness of Counterfactual Explanations for Neural Networks Junqi Jiang Francesco Leofante Antonio Rago Francesca Toni AAML 27 27 0 31 Aug 2022
Alterfactual Explanations -- The Relevance of Irrelevance for Explaining AI Systems Silvan Mertes Christina Karle Tobias Huber Katharina Weitz Ruben Schlagowski Elisabeth André 21 12 0 19 Jul 2022
"Even if ..." -- Diverse Semifactual Explanations of Reject André Artelt Barbara Hammer 33 12 0 05 Jul 2022
Features of Explainability: How users understand counterfactual and causal explanations for categorical and continuous features in XAI Greta Warren Mark T. Keane R. Byrne CML 27 22 0 21 Apr 2022
Diffusion Models for Counterfactual Explanations Guillaume Jeanneret Loïc Simon F. Jurie DiffM 35 55 0 29 Mar 2022
Semantic Motion Correction Via Iterative Nonlinear Optimization and Animation Sairamvinay Vijayaraghavan Jinxiao Song Wan-Jhen Lin Michael J. Livanos 22 0 0 28 Mar 2022
A Rationale-Centric Framework for Human-in-the-loop Machine Learning Jinghui Lu Linyi Yang Brian Mac Namee Yue Zhang 27 39 0 24 Mar 2022
DeDUCE: Generating Counterfactual Explanations Efficiently Benedikt Höltgen Lisa Schut J. Brauner Y. Gal CML 37 6 0 29 Nov 2021
CARLA: A Python Library to Benchmark Algorithmic Recourse and Counterfactual Explanation Algorithms Martin Pawelczyk Sascha Bielawski J. V. D. Heuvel Tobias Richter Gjergji Kasneci CML 21 105 0 02 Aug 2021
Uncertainty Estimation and Out-of-Distribution Detection for Counterfactual Explanations: Pitfalls and Solutions Eoin Delaney Derek Greene Mark T. Keane 17 24 0 20 Jul 2021
Applying the Case Difference Heuristic to Learn Adaptations from Deep Network Features Xiaomeng Ye Ziwei Zhao David B. Leake Xizi Wang David J. Crandall 11 5 0 15 Jul 2021
Exploring the Efficacy of Automatically Generated Counterfactuals for Sentiment Analysis Linyi Yang Jiazheng Li Padraig Cunningham Yue Zhang Barry Smyth Ruihai Dong 19 47 0 29 Jun 2021
Twin Systems for DeepCBR: A Menagerie of Deep Learning and Case-Based Reasoning Pairings for Explanation and Data Augmentation Markt. Keane Eoin M. Kenny M. Temraz Derek Greene Barry Smyth 19 5 0 29 Apr 2021
If Only We Had Better Counterfactual Explanations: Five Key Deficits to Rectify in the Evaluation of Counterfactual XAI Techniques Mark T. Keane Eoin M. Kenny Eoin Delaney Barry Smyth CML 27 146 0 26 Feb 2021
Benchmarking and Survey of Explanation Methods for Black Box Models F. Bodria F. Giannotti Riccardo Guidotti Francesca Naretto D. Pedreschi S. Rinzivillo XAI 33 220 0 25 Feb 2021
Generating Plausible Counterfactual Explanations for Deep Transformers in Financial Text Classification Linyi Yang Eoin M. Kenny T. L. J. Ng Yi Yang Barry Smyth Ruihai Dong 15 70 0 23 Oct 2020