Methods › Reinforcement Learning › Exploration Strategies › Counterfactuals › Papers where code ran, page 1
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)
Syntology We ran code from the paper's repository; we did not isolate this method inside it.
Page 1 of 1: papers 1 to 43 of the 43 tagged papers where Syntology ran at least one harvested sample (37 with a run with no instrument failure, 6 where every run was a failure of Syntology's instrument), newest first by the archive's date (ties by arXiv id). This is a filter on Syntology's record ordered by date only, not a ranking; a run is not a correctness claim. A paper missing from this list is not a recorded non-run: it may have no arXiv id, no harvested code, or only samples that have not run yet.
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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Diffusion Counterfactual Generation with Semantic Abduction 9 Jun 2025 · 1 repository · arXiv:2506.07883Syntology official (archive's flag): 8 ran · 8 ran (of which 0 constructed an object rather than computing a result; 8 with no instrument failure: 0 honoured, 0 violated, 8 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 9 harvested samples)
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Controllable Sequence Editing for Biological and Clinical Trajectories 5 Feb 2025 · 1 repository · arXiv:2502.03569Syntology official (archive's flag): 1 ran · 1 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; 1 where Syntology's instrument failed) · 2 unverified (of 3 harvested samples) · 3 pointer-only (licence)
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Gumbel Counterfactual Generation From Language Models 11 Nov 2024 · 1 repository · arXiv:2411.07180Syntology official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 1 honoured, 1 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 3 harvested samples) · 3 pointer-only (licence)
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RATE: Causal Explainability of Reward Models with Imperfect Counterfactuals 15 Oct 2024 · 1 repository · arXiv:2410.11348Syntology official (archive's flag): 10 ran · 10 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 0 violated, 7 with no contract checked; 3 where Syntology's instrument failed) · 1 unverified (of 11 harvested samples) · 11 pointer-only (licence)
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Root Cause Analysis of Outliers with Missing Structural Knowledge 7 Jun 2024 · 0 repositories · arXiv:2406.05014Syntology 3 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 1 honoured, 1 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 3 harvested samples)
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Zero-shot LLM-guided Counterfactual Generation: A Case Study on NLP Model Evaluation 8 May 2024 · 1 repository · arXiv:2405.04793Syntology official (archive's flag): 1 ran · 1 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; 1 where Syntology's instrument failed) · 0 unverified (of 1 harvested sample) · 1 pointer-only (licence)
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Causal Diffusion Autoencoders: Toward Counterfactual Generation via Diffusion Probabilistic Models 27 Apr 2024 · 1 repository · arXiv:2404.17735Syntology official (archive's flag): 12 ran · 12 ran (of which 0 constructed an object rather than computing a result; 9 with no instrument failure: 3 honoured, 0 violated, 6 with no contract checked; 3 where Syntology's instrument failed) · 5 unverified (of 17 harvested samples) · 17 pointer-only (licence)
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LLMs for Generating and Evaluating Counterfactuals: A Comprehensive Study 26 Apr 2024 · 1 repository · arXiv:2405.00722Syntology official (archive's flag): 7 ran · 7 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 0 violated, 7 with no contract checked; 0 where Syntology's instrument failed) · 4 unverified (of 11 harvested samples) · 11 pointer-only (licence)
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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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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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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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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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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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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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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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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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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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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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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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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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Demystifying Causal Features on Adversarial Examples and Causal Inoculation for Robust Network by Adversarial Instrumental Variable Regression 2 Mar 2023 · 1 repository · arXiv:2303.01052Syntology 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)
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Measuring axiomatic soundness of counterfactual image models 2 Mar 2023 · 1 repository · arXiv:2303.01274Syntology 1 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; 0 where Syntology's instrument failed) · 1 unverified (of 2 harvested samples)
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Even if Explanations: Prior Work, Desiderata & Benchmarks for Semi-Factual XAI 27 Jan 2023 · 1 repository · arXiv:2301.11970Syntology official (archive's flag): 1 ran · 1 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; 1 where Syntology's instrument failed) · 1 unverified (of 2 harvested samples) · 2 pointer-only (licence)
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VCNet: A self-explaining model for realistic counterfactual generation 21 Dec 2022 · 2 repositories · arXiv:2212.10847Syntology official (archive's flag): 6 ran · 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) · 4 unverified (of 10 harvested samples)
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DISCO: Distilling Counterfactuals with Large Language Models 20 Dec 2022 · 1 repository · arXiv:2212.10534Syntology 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) · 2 unverified (of 5 harvested samples)
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Deep Counterfactual Estimation with Categorical Background Variables 11 Oct 2022 · 1 repository · arXiv:2210.05811Syntology official (archive's flag): 12 ran · 12 ran (of which 0 constructed an object rather than computing a result; 12 with no instrument failure: 2 honoured, 0 violated, 10 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (of 14 harvested samples)
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Diffeomorphic Counterfactuals with Generative Models 10 Jun 2022 · 1 repository · arXiv:2206.05075Syntology official (archive's flag): 10 ran · 10 ran (of which 0 constructed an object rather than computing a result; 10 with no instrument failure: 1 honoured, 0 violated, 9 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 11 harvested samples)
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Don't Explain Noise: Robust Counterfactuals for Randomized Ensembles 27 May 2022 · 1 repository · arXiv:2205.14116Syntology official (archive's flag): 7 ran · 7 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 0 violated, 7 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 7 harvested samples)
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Making Heads or Tails: Towards Semantically Consistent Visual Counterfactuals 24 Mar 2022 · 1 repository · arXiv:2203.12892Syntology official (archive's flag): 1 ran · 1 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; 1 where Syntology's instrument failed) · 3 unverified (of 4 harvested samples) · 4 pointer-only (licence)
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Uncovering Main Causalities for Long-tailed Information Extraction 11 Sep 2021 · 1 repository · arXiv:2109.05213Syntology official (archive's flag): 1 ran · 1 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; 0 where Syntology's instrument failed) · 1 unverified (of 2 harvested samples) · 2 pointer-only (licence)
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The Out-of-Distribution Problem in Explainability and Search Methods for Feature Importance Explanations 1 Jun 2021 · 1 repository · arXiv:2106.00786Syntology official (archive's flag): 1 ran · 1 ran (of which 1 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; the one sample that ran constructed an object rather than computing a result (of 4 harvested samples)
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Counterfactual Explanations for Neural Recommenders 11 May 2021 · 1 repository · arXiv:2105.05008Syntology official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 1 honoured, 1 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 2 harvested samples) · 2 pointer-only (licence)
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Beyond Trivial Counterfactual Explanations with Diverse Valuable Explanations 18 Mar 2021 · 4 repositories · arXiv:2103.10226Syntology community repositories only · 6 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; 5 where Syntology's instrument failed) · 4 unverified (of 10 harvested samples) · 9 pointer-only (licence)
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CoCo: Controllable Counterfactuals for Evaluating Dialogue State Trackers 24 Oct 2020 · 2 repositories · arXiv:2010.12850Syntology official (archive's flag): 6 ran · 9 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 1 honoured, 2 violated, 1 with no contract checked; 5 where Syntology's instrument failed) · 1 unverified (of 10 harvested samples)
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The Language Interpretability Tool: Extensible, Interactive Visualizations and Analysis for NLP Models 12 Aug 2020 · 1 repository · arXiv:2008.05122Syntology official (archive's flag): 8 ran · 8 ran (of which 0 constructed an object rather than computing a result; 8 with no instrument failure: 0 honoured, 0 violated, 8 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 9 harvested samples)
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Estimating the Effects of Continuous-valued Interventions using Generative Adversarial Networks 27 Feb 2020 · 1 repository · arXiv:2002.12326Syntology official (archive's flag): 6 ran · 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) · 2 unverified (of 8 harvested samples)
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Estimating Counterfactual Treatment Outcomes over Time Through Adversarially Balanced Representations 10 Feb 2020 · 3 repositories · arXiv:2002.04083Syntology 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) · 4 unverified (of 7 harvested samples)
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Counterfactual Explanation Algorithms for Behavioral and Textual Data 4 Dec 2019 · 3 repositories · arXiv:1912.01819Syntology official: no sample here; runs from other or unrecorded repositories · 1 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; 1 where Syntology's instrument failed) · 0 unverified (of 1 harvested sample) · 1 pointer-only (licence)
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Explaining Machine Learning Classifiers through Diverse Counterfactual Explanations 19 May 2019 · 6 repositories · arXiv:1905.07697Syntology 1 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; 0 where Syntology's instrument failed) · 0 unverified (of 1 harvested sample) · 1 pointer-only (licence)