Methods › Reinforcement Learning › Exploration Strategies › Counterfactuals › Papers, page 2
Counterfactuals Explanations
Counterfactuals
Papers archive 2025-07-28
archive papers tagged: 400 · with a code link: 157 · where Syntology ran a sample: 43 (37 with a run with no instrument failure, 6 where every run was a failure of Syntology's instrument) Syntology
Show: all tagged papersonly where code ran (43 of 400 tagged: 37 with a run with no instrument failure, 6 where every run was a failure of Syntology's instrument)
Page 2 of 4: papers 101 to 200 of 400, newest first by the archive's date (ties by slug), in archive order.
Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code, as “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 instrument figure counts failures of Syntology's instrument, not of the code. It is per sample and not a correctness claim. 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; “community repositories only” when every sample that ran came from a community repository, “official: no sample here; runs from other or unrecorded repositories” when some came from a repository the paper names or has in its text, or from none recorded); hover it for the repositories the samples that ran came from.
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Interactive Analysis of LLMs using Meaningful Counterfactuals 23 Apr 2024 · 0 repositories · arXiv:2405.00708
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How Gender and Birth Order Affect Educational attainment Inequality within-Families: Evidence from Benin 19 Apr 2024 · 0 repositories · arXiv:2404.12988
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Utilizing Adversarial Examples for Bias Mitigation and Accuracy Enhancement 18 Apr 2024 · 0 repositories · arXiv:2404.11819
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Generating Counterfactual Trajectories with Latent Diffusion Models for Concept Discovery 16 Apr 2024 · 0 repositories · arXiv:2404.10356
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Generating Counterfactual Explanations Using Cardinality Constraints 11 Apr 2024 · 0 repositories · arXiv:2404.07502
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CountARFactuals -- Generating plausible model-agnostic counterfactual explanations with adversarial random forests 4 Apr 2024 · 0 repositories · arXiv:2404.03506
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Leveraging Counterfactual Paths for Contrastive Explanations of POMDP Policies 28 Mar 2024 · 0 repositories · arXiv:2403.19760
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Grounding Language Plans in Demonstrations Through Counterfactual Perturbations 25 Mar 2024 · 0 repositories · arXiv:2403.17124
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Difference-in-Differences with Unpoolable Data 23 Mar 2024 · 0 repositories · arXiv:2403.15910
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A multi-criteria approach for selecting an explanation from the set of counterfactuals produced by an ensemble of explainers 20 Mar 2024 · 1 repository · arXiv:2403.13940
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Guiding the generation of counterfactual explanations through temporal background knowledge for Predictive Process Monitoring 18 Mar 2024 · 1 repository · arXiv:2403.11642
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Generating Feasible and Plausible Counterfactual Explanations for Outcome Prediction of Business Processes 14 Mar 2024 · 1 repository · arXiv:2403.09232
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Diffusion-based Iterative Counterfactual Explanations for Fetal Ultrasound Image Quality Assessment 13 Mar 2024 · 0 repositories · arXiv:2403.08700
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Probing the Robustness of Time-series Forecasting Models with CounterfacTS 6 Mar 2024 · 1 repository · arXiv:2403.03508
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Even-Ifs From If-Onlys: Are the Best Semi-Factual Explanations Found Using Counterfactuals As Guides? 1 Mar 2024 · 1 repository · arXiv:2403.00980
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Longitudinal Counterfactuals: Constraints and Opportunities 29 Feb 2024 · 0 repositories · arXiv:2403.00105
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A Practical Method for Generating String Counterfactuals 17 Feb 2024 · 1 repository · arXiv:2402.11355Syntology official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 1 harvested sample) · 1 pointer-only (licence)
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Representation Surgery: Theory and Practice of Affine Steering 15 Feb 2024 · 1 repository · arXiv:2402.09631Syntology official (archive's flag): 5 ran · 5 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 2 honoured, 0 violated, 0 with no contract checked; 3 where Syntology's instrument failed) · 0 unverified (of 5 harvested samples) · 5 pointer-only (licence)
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Counterfactual Concept Bottleneck Models 2 Feb 2024 · 1 repository · arXiv:2402.01408Syntology official (archive's flag): 12 ran · 12 ran (of which 0 constructed an object rather than computing a result; 12 with no instrument failure: 0 honoured, 0 violated, 12 with no contract checked; 0 where Syntology's instrument failed) · 4 unverified (of 16 harvested samples) · 16 pointer-only (licence)
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Cooperative Knowledge Distillation: A Learner Agnostic Approach 2 Feb 2024 · 1 repository · arXiv:2402.05942
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Natural Counterfactuals With Necessary Backtracking 2 Feb 2024 · 1 repository · arXiv:2402.01607Syntology official (archive's flag): 10 ran · 10 ran (of which 0 constructed an object rather than computing a result; 10 with no instrument failure: 2 honoured, 0 violated, 8 with no contract checked; 0 where Syntology's instrument failed) · 4 unverified (of 14 harvested samples) · 14 pointer-only (licence)
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Explaining Text Classifiers with Counterfactual Representations 1 Feb 2024 · 1 repository · arXiv:2402.00711
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Graph Edits for Counterfactual Explanations: A comparative study 21 Jan 2024 · 0 repositories · arXiv:2401.11609
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Are self-explanations from Large Language Models faithful? 15 Jan 2024 · 1 repository · arXiv:2401.07927Syntology official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 3 harvested samples) · 3 pointer-only (licence)
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Counterfactuals in factor models 6 Jan 2024 · 0 repositories · arXiv:2401.03293
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FADES: Fair Disentanglement with Sensitive Relevance 1 Jan 2024 · 0 repositories
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Fast Diffusion-Based Counterfactuals for Shortcut Removal and Generation 21 Dec 2023 · 1 repository · arXiv:2312.14223Syntology official (archive's flag): 7 ran · 7 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; 1 where Syntology's instrument failed) · 3 unverified (of 10 harvested samples) · 10 pointer-only (licence)
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Navigating the Structured What-If Spaces: Counterfactual Generation via Structured Diffusion 21 Dec 2023 · 0 repositories · arXiv:2312.13616
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Faithful Model Explanations through Energy-Constrained Conformal Counterfactuals 17 Dec 2023 · 1 repository · arXiv:2312.10648
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Promoting Counterfactual Robustness through Diversity 11 Dec 2023 · 1 repository · arXiv:2312.06564
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Adversarial Distribution Balancing for Counterfactual Reasoning 28 Nov 2023 · 1 repository · arXiv:2311.16616
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Measurement Error and Counterfactuals in Quantitative Trade and Spatial Models 23 Nov 2023 · 0 repositories · arXiv:2311.14032
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Mitigating Shortcut Learning with Diffusion Counterfactuals and Diverse Ensembles 23 Nov 2023 · 0 repositories · arXiv:2311.16176
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Generating Realistic Counterfactuals for Retinal Fundus and OCT Images using Diffusion Models 20 Nov 2023 · 1 repository · arXiv:2311.11629
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Measuring and Improving Attentiveness to Partial Inputs with Counterfactuals 16 Nov 2023 · 0 repositories · arXiv:2311.09605
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Zero-Shot Cross-Lingual Sentiment Classification under Distribution Shift: an Exploratory Study 11 Nov 2023 · 0 repositories · arXiv:2311.06549
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The Linear Representation Hypothesis and the Geometry of Large Language Models 7 Nov 2023 · 1 repository · arXiv:2311.03658Syntology official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 1 harvested sample) · 1 pointer-only (licence)
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Model-based Counterfactual Generator for Gender Bias Mitigation 6 Nov 2023 · 0 repositories · arXiv:2311.03186
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Causal Context Connects Counterfactual Fairness to Robust Prediction and Group Fairness 30 Oct 2023 · 1 repository · arXiv:2310.19691
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Causal Fair Metric: Bridging Causality, Individual Fairness, and Adversarial Robustness 30 Oct 2023 · 0 repositories · arXiv:2310.19391
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The Utility of "Even if..." Semifactual Explanation to Optimise Positive Outcomes 29 Oct 2023 · 1 repository · arXiv:2310.18937
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A Data-driven Recommendation Framework for Optimal Walker Designs 28 Oct 2023 · 1 repository · arXiv:2310.18772
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Counterfactual Fairness for Predictions using Generative Adversarial Networks 26 Oct 2023 · 0 repositories · arXiv:2310.17687
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EXPLAIN, EDIT, GENERATE: Rationale-Sensitive Counterfactual Data Augmentation for Multi-hop Fact Verification 23 Oct 2023 · 1 repository · arXiv:2310.14508
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Generating collective counterfactual explanations in score-based classification via mathematical optimization 19 Oct 2023 · 1 repository · arXiv:2310.12822
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Deep Backtracking Counterfactuals for Causally Compliant Explanations 11 Oct 2023 · 1 repository · arXiv:2310.07665Syntology official (archive's flag): 4 ran · 4 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified (of 7 harvested samples)
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Leveraging Diffusion Disentangled Representations to Mitigate Shortcuts in Underspecified Visual Tasks 3 Oct 2023 · 0 repositories · arXiv:2310.02230
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Towards Feasible Counterfactual Explanations: A Taxonomy Guided Template-based NLG Method 3 Oct 2023 · 1 repository · arXiv:2310.02019
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Designing User-Centric Behavioral Interventions to Prevent Dysglycemia with Novel Counterfactual Explanations 2 Oct 2023 · 0 repositories · arXiv:2310.01684
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TraCE: Trajectory Counterfactual Explanation Scores 27 Sep 2023 · 1 repository · arXiv:2309.15965Syntology official (archive's flag): 9 ran · 9 ran (of which 0 constructed an object rather than computing a result; 9 with no instrument failure: 0 honoured, 0 violated, 9 with no contract checked; 0 where Syntology's instrument failed) · 5 unverified (of 14 harvested samples)
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The Utility of “Even if” Semifactual Explanation to Optimise Positive Outcomes 21 Sep 2023 · 0 repositories
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The role of causality in explainable artificial intelligence 18 Sep 2023 · 0 repositories · arXiv:2309.09901
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Answering Causal Queries at Layer 3 with DiscoSCMs-Embracing Heterogeneity 17 Sep 2023 · 0 repositories · arXiv:2309.09323
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Forecasted Treatment Effects 11 Sep 2023 · 0 repositories · arXiv:2309.05639
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The Iberian Exception: An overview of its effects over its first 100 days 5 Sep 2023 · 0 repositories · arXiv:2309.02608
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Managing Congestion in Two-Sided Platforms: The Case of Online Rentals 28 Aug 2023 · 0 repositories · arXiv:2308.14703
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Endogenous Macrodynamics in Algorithmic Recourse 16 Aug 2023 · 1 repository · arXiv:2308.08187
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A Game-Theoretic Framework for Joint Forecasting and Planning 11 Aug 2023 · 1 repository · arXiv:2308.06137
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Adapting to Change: Robust Counterfactual Explanations in Dynamic Data Landscapes 4 Aug 2023 · 1 repository · arXiv:2308.02353
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Diffusion Models for Counterfactual Generation and Anomaly Detection in Brain Images 3 Aug 2023 · 1 repository · arXiv:2308.02062Syntology official (archive's flag): 3 ran · 3 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; 2 where Syntology's instrument failed) · 0 unverified (of 3 harvested samples) · 3 pointer-only (licence)
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Approximating Counterfactual Bounds while Fusing Observational, Biased and Randomised Data Sources 31 Jul 2023 · 0 repositories · arXiv:2307.16577
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Counterfactual Explanation Policies in RL 25 Jul 2023 · 0 repositories · arXiv:2307.13192
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A Look into Causal Effects under Entangled Treatment in Graphs: Investigating the Impact of Contact on MRSA Infection 17 Jul 2023 · 0 repositories · arXiv:2307.08237
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Do Models Explain Themselves? Counterfactual Simulatability of Natural Language Explanations 17 Jul 2023 · 0 repositories · arXiv:2307.08678
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Visual Explanations with Attributions and Counterfactuals on Time Series Classification 14 Jul 2023 · 0 repositories · arXiv:2307.08494
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Leveraging Contextual Counterfactuals Toward Belief Calibration 13 Jul 2023 · 0 repositories · arXiv:2307.06513
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On the Connection between Game-Theoretic Feature Attributions and Counterfactual Explanations 13 Jul 2023 · 0 repositories · arXiv:2307.06941
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Towards Fair Graph Neural Networks via Graph Counterfactual 10 Jul 2023 · 1 repository · arXiv:2307.04937
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Beyond Known Reality: Exploiting Counterfactual Explanations for Medical Research 5 Jul 2023 · 2 repositories · arXiv:2307.02131
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High Fidelity Image Counterfactuals with Probabilistic Causal Models 27 Jun 2023 · 1 repository · arXiv:2306.15764
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Simulating counterfactuals 27 Jun 2023 · 1 repository · arXiv:2306.15328
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Fairness Aware Counterfactuals for Subgroups 26 Jun 2023 · 0 repositories · arXiv:2306.14978
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Model-contrastive explanations through symbolic reasoning 26 Jun 2023 · 1 repository
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Counterfactuals Modulo Temporal Logics 15 Jun 2023 · 0 repositories · arXiv:2306.08916
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Dissecting Multimodality in VideoQA Transformer Models by Impairing Modality Fusion 15 Jun 2023 · 0 repositories · arXiv:2306.08889
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Explaining a machine learning decision to physicians via counterfactuals 10 Jun 2023 · 1 repository · arXiv:2306.06325
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Navigating Explanatory Multiverse Through Counterfactual Path Geometry 5 Jun 2023 · 1 repository · arXiv:2306.02786Syntology official: harvested, nothing ran · 0 ran · 1 unverified (of 1 harvested sample)
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Mitigating Molecular Aggregation in Drug Discovery with Predictive Insights from Explainable AI 3 Jun 2023 · 1 repository · arXiv:2306.02206
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Faithfulness Tests for Natural Language Explanations 29 May 2023 · 1 repository · arXiv:2305.18029Syntology official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 1 unverified (of 3 harvested samples) · 3 pointer-only (licence)
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Choose your Data Wisely: A Framework for Semantic Counterfactuals 28 May 2023 · 1 repository · arXiv:2305.17667Syntology official (archive's flag): 4 ran · 4 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 0 where Syntology's instrument failed) · 6 unverified (of 10 harvested samples)
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CREST: A Joint Framework for Rationalization and Counterfactual Text Generation 26 May 2023 · 1 repository · arXiv:2305.17075Syntology official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 1 harvested sample)
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Prompting Large Language Models for Counterfactual Generation: An Empirical Study 24 May 2023 · 0 repositories · arXiv:2305.14791
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Counterfactual Augmentation for Multimodal Learning Under Presentation Bias 23 May 2023 · 1 repository · arXiv:2305.14083
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Improving Classifier Robustness through Active Generation of Pairwise Counterfactuals 22 May 2023 · 0 repositories · arXiv:2305.13535
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Robust Counterfactual Explanations for Neural Networks With Probabilistic Guarantees 19 May 2023 · 1 repository · arXiv:2305.11997Syntology official (archive's flag): 7 ran · 7 ran (of which 1 constructed an object rather than computing a result; 4 with no instrument failure: 2 honoured, 1 violated, 1 with no contract checked; 3 where Syntology's instrument failed) · 2 unverified (of 9 harvested samples)
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MCD: A Model-Agnostic Counterfactual Search Method For Multi-modal Design Modifications 18 May 2023 · 0 repositories · arXiv:2305.11308
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Unveiling the Potential of Counterfactuals Explanations in Employability 17 May 2023 · 0 repositories · arXiv:2305.10069
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Designing Discontinuities 15 May 2023 · 0 repositories · arXiv:2305.08559
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SCENE: Self-Labeled Counterfactuals for Extrapolating to Negative Examples 13 May 2023 · 1 repository · arXiv:2305.07984Syntology official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 1 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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Are demographically invariant models and representations in medical imaging fair? 2 May 2023 · 0 repositories · arXiv:2305.01397
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Generating robust counterfactual explanations 24 Apr 2023 · 0 repositories · arXiv:2304.12943
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Causal models in string diagrams 15 Apr 2023 · 0 repositories · arXiv:2304.07638
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counterfactuals: An R Package for Counterfactual Explanation Methods 13 Apr 2023 · 0 repositories · arXiv:2304.06569
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GNNUERS: Fairness Explanation in GNNs for Recommendation via Counterfactual Reasoning 12 Apr 2023 · 1 repository · arXiv:2304.06182
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Bounding probabilities of causation through the causal marginal problem 4 Apr 2023 · 0 repositories · arXiv:2304.02023
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CREATED: Generating Viable Counterfactual Sequences for Predictive Process Analytics 28 Mar 2023 · 0 repositories · arXiv:2303.15844
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CeFlow: A Robust and Efficient Counterfactual Explanation Framework for Tabular Data using Normalizing Flows 26 Mar 2023 · 1 repository · arXiv:2303.14668Syntology official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified (of 4 harvested samples)
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Explaining Groups of Instances Counterfactually for XAI: A Use Case, Algorithm and User Study for Group-Counterfactuals 16 Mar 2023 · 0 repositories · arXiv:2303.09297
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What do surveys say about the historical trend of inequality and the applicability of two table-transformation methods? 10 Mar 2023 · 0 repositories · arXiv:2303.05895
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RACCER: Towards Reachable and Certain Counterfactual Explanations for Reinforcement Learning 8 Mar 2023 · 1 repository · arXiv:2303.04475