Browse State-of-the-Art › Counterfactual Explanation › Papers, page 2
Counterfactual Explanation
Papers archive 2025-07-28
archive papers tagged: 177 · with a code link: 86 · where Syntology ran a sample: 20 (15 with a run with no instrument failure, 5 where every run was a failure of Syntology's instrument) Syntology
Show: all tagged papersonly where code ran (20 of 177 tagged: 15 with a run with no instrument failure, 5 where every run was a failure of Syntology's instrument)
Page 2 of 2: papers 101 to 177 of 177, in archive order: by repositories listed in the archive (most first), then newest first, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers that list no repository come after every paper that lists one.
Papers without a page here are shown as plain text. A Syntology line reads “N ran (of which C constructed an object rather than computing a result; K with no instrument failure: H honoured, V violated, P with no contract checked; I where Syntology's instrument failed) · U unverified”; the figure “where Syntology's instrument failed” counts failures of Syntology's instrument, not of the code. When the archive marks a repository official for the paper, the line starts with that repository's state (the archive's flag, not a verdict on who wrote the code); hover it for the repositories the samples that ran came from. Abstracts are on each paper's page.
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DMGNN: Detecting and Mitigating Backdoor Attacks in Graph Neural Networks18 Oct 2024 0 repositories listed
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Private Counterfactual Retrieval17 Oct 2024 0 repositories listed
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Self-eXplainable AI for Medical Image Analysis: A Survey and New Outlooks3 Oct 2024 0 repositories listed
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A Counterfactual Explanation Framework for Retrieval Models1 Sep 2024 0 repositories listed
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X-Fake: Juggling Utility Evaluation and Explanation of Simulated SAR Images28 Jul 2024 0 repositories listed
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Generally-Occurring Model Change for Robust Counterfactual Explanations16 Jul 2024 0 repositories listed
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Explainable bank failure prediction models: Counterfactual explanations to reduce the failure risk14 Jul 2024 0 repositories listed
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Towards Understanding the Influence of Training Samples on Explanations5 Jun 2024 0 repositories listed
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Enhancing Counterfactual Image Generation Using Mahalanobis Distance with Distribution Preferences in Feature Space31 May 2024 0 repositories listed
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Weak Robust Compatibility Between Learning Algorithms and Counterfactual Explanation Generation Algorithms31 May 2024 0 repositories listed
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XPrompt:Explaining Large Language Model's Generation via Joint Prompt Attribution30 May 2024 0 repositories listed
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29 May 2024 0 repositories listed Syntology 2 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 1 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified (of 3 harvested samples) · 3 pointer-only (licence)
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Mining Action Rules for Defect Reduction Planning22 May 2024 0 repositories listed
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Counterfactual Explanation-Based Badminton Motion Guidance Generation Using Wearable Sensors20 May 2024 0 repositories listed
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Enhancing Counterfactual Explanation Search with Diffusion Distance and Directional Coherence19 Apr 2024 0 repositories listed
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GreeDy and CoDy: Counterfactual Explainers for Dynamic Graphs25 Mar 2024 0 repositories listed
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Towards Non-Adversarial Algorithmic Recourse15 Mar 2024 0 repositories listed
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6 Mar 2024 0 repositories listed Syntology 6 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 7 harvested samples) · 7 pointer-only (licence)
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Explainability for Machine Learning Models: From Data Adaptability to User Perception16 Feb 2024 0 repositories listed
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Game-theoretic Counterfactual Explanation for Graph Neural Networks8 Feb 2024 0 repositories listed
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Causal Generative Explainers using Counterfactual Inference: A Case Study on the Morpho-MNIST Dataset21 Jan 2024 0 repositories listed
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PUPAE: Intuitive and Actionable Explanations for Time Series Anomalies16 Jan 2024 0 repositories listed
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Robust Stochastic Graph Generator for Counterfactual Explanations18 Dec 2023 0 repositories listed
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Counterfactual Explanation for Regression via Disentanglement in Latent Space14 Nov 2023 0 repositories listed
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Counterfactual Explanation Generation with s(CASP)23 Oct 2023 0 repositories listed
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Towards LLM-guided Causal Explainability for Black-box Text Classifiers23 Sep 2023 0 repositories listed
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Counterfactual Explanation Policies in RL25 Jul 2023 0 repositories listed
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Counterfactual Explanation via Search in Gaussian Mixture Distributed Latent Space25 Jul 2023 0 repositories listed
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On the Connection between Game-Theoretic Feature Attributions and Counterfactual Explanations13 Jul 2023 0 repositories listed
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Counterfactual Explanation for Fairness in Recommendation10 Jul 2023 0 repositories listed
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Calculating and Visualizing Counterfactual Feature Importance Values10 Jun 2023 0 repositories listed
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The Dark Side of Explanations: Poisoning Recommender Systems with Counterfactual Examples30 Apr 2023 0 repositories listed
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A New Class of Explanations for Classifiers with Non-Binary Features28 Apr 2023 0 repositories listed
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Algorithmic Recourse with Missing Values28 Apr 2023 0 repositories listed
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counterfactuals: An R Package for Counterfactual Explanation Methods13 Apr 2023 0 repositories listed
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Semi-supervised counterfactual explanations22 Mar 2023 0 repositories listed
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Explaining Model Confidence Using Counterfactuals10 Mar 2023 0 repositories listed
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"How to make them stay?" -- Diverse Counterfactual Explanations of Employee Attrition8 Mar 2023 0 repositories listed
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Very fast, approximate counterfactual explanations for decision forests6 Mar 2023 0 repositories listed
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Counterfactual Editing for Search Result Explanation25 Jan 2023 0 repositories listed
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Evaluating counterfactual explanations using Pearl's counterfactual method6 Jan 2023 0 repositories listed
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Towards Explainable Land Cover Mapping: a Counterfactual-based Strategy4 Jan 2023 0 repositories listed
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Grounding Counterfactual Explanation of Image Classifiers to Textual Concept Space1 Jan 2023 0 repositories listed
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A Mathematical Programming Approach to Optimal Classification Forests18 Nov 2022 0 repositories listed
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Motif-guided Time Series Counterfactual Explanations8 Nov 2022 0 repositories listed
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Augmentation by Counterfactual Explanation -- Fixing an Overconfident Classifier21 Oct 2022 0 repositories listed
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CLEAR: Generative Counterfactual Explanations on Graphs16 Oct 2022 0 repositories listed
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CLEAR: Causal Explanations from Attention in Neural Recommenders7 Oct 2022 0 repositories listed
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Transcending XAI Algorithm Boundaries through End-User-Inspired Design18 Aug 2022 0 repositories listed
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Alterfactual Explanations -- The Relevance of Irrelevance for Explaining AI Systems19 Jul 2022 0 repositories listed
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On the Relationship Between Counterfactual Explainer and Recommender9 Jul 2022 0 repositories listed
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On the explainable properties of 1-Lipschitz Neural Networks: An Optimal Transport Perspective14 Jun 2022 0 repositories listed
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Improving Model Understanding and Trust with Counterfactual Explanations of Model Confidence6 Jun 2022 0 repositories listed
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DualCF: Efficient Model Extraction Attack from Counterfactual Explanations13 May 2022 0 repositories listed
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Integrating Prior Knowledge in Post-hoc Explanations25 Apr 2022 0 repositories listed
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Finding Counterfactual Explanations through Constraint Relaxations7 Apr 2022 0 repositories listed
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Counterfactual Explanations for Predictive Business Process Monitoring24 Feb 2022 0 repositories listed
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Counterfactual Explanation of Brain Activity Classifiers using Image-to-Image Transfer by Generative Adversarial Network28 Oct 2021 0 repositories listed
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TDLS: A Top-Down Layer Searching Algorithm for Generating Counterfactual Visual Explanation8 Aug 2021 0 repositories listed
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A Sparsity Algorithm with Applications to Corporate Credit Rating21 Jul 2021 0 repositories listed
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Exploring Counterfactual Explanations Through the Lens of Adversarial Examples: A Theoretical and Empirical Analysis18 Jun 2021 0 repositories listed
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Counterfactual Explanations Can Be Manipulated4 Jun 2021 0 repositories listed
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If Only We Had Better Counterfactual Explanations: Five Key Deficits to Rectify in the Evaluation of Counterfactual XAI Techniques26 Feb 2021 0 repositories listed
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Explaining the Black-box Smoothly- A Counterfactual Approach11 Jan 2021 0 repositories listed
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Interpretability and Explainability: A Machine Learning Zoo Mini-tour3 Dec 2020 0 repositories listed
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Comprehensible Counterfactual Explanation on Kolmogorov-Smirnov Test1 Nov 2020 0 repositories listed
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Model-Agnostic Explanations using Minimal Forcing Subsets1 Nov 2020 0 repositories listed
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Counterfactual Explanations and Algorithmic Recourses for Machine Learning: A Review20 Oct 2020 0 repositories listed
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A Series of Unfortunate Counterfactual Events: the Role of Time in Counterfactual Explanations9 Oct 2020 0 repositories listed
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Counterfactual Explanation and Causal Inference in Service of Robustness in Robot Control18 Sep 2020 0 repositories listed
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DECE: Decision Explorer with Counterfactual Explanations for Machine Learning Models19 Aug 2020 0 repositories listed
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Counterfactual Explanation Based on Gradual Construction for Deep Networks5 Aug 2020 0 repositories listed
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Fast Real-time Counterfactual Explanations11 Jul 2020 0 repositories listed
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Counterfactual explanation of machine learning survival models26 Jun 2020 0 repositories listed
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Explainable Image Classification with Evidence Counterfactual16 Apr 2020 0 repositories listed
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Peek Inside the Closed World: Evaluating Autoencoder-Based Detection of DDoS to Cloud11 Dec 2019 0 repositories listed
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Explaining Predictions from Tree-based Boosting Ensembles4 Jul 2019 0 repositories listed
Syntology lines on 2 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced; each line links to that paper's sample list. Syntology's record for this page has not changed since , the first build that kept a record date for it; when this build read Syntology's graph is in the build record. For agents: get_harvested_code_for_paper(arxiv_id) lists each paper's samples; how to connect.