Methods › Reinforcement Learning › Exploration Strategies › Counterfactuals › Papers, page 4
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 4 of 4: papers 301 to 400 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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CAGE: Probing Causal Relationships in Deep Generative Models 29 Sep 2021 · 0 repositories
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Designing Counterfactual Generators using Deep Model Inversion 29 Sep 2021 · 0 repositories · arXiv:2109.14274
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DisCERN:Discovering Counterfactual Explanations using Relevance Features from Neighbourhoods 13 Sep 2021 · 0 repositories · arXiv:2109.05800
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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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Counterfactual Evaluation for Explainable AI 5 Sep 2021 · 0 repositories · arXiv:2109.01962
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Transport-based Counterfactual Models 30 Aug 2021 · 1 repository · arXiv:2108.13025
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Sample Observed Effects: Enumeration, Randomization and Generalization 9 Aug 2021 · 0 repositories · arXiv:2108.04376
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Improving Counterfactual Generation for Fair Hate Speech Detection 3 Aug 2021 · 0 repositories · arXiv:2108.01721
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Adaptation and Generalization for Unknown Sensitive Factors of Variations 28 Jul 2021 · 0 repositories · arXiv:2107.13625
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DiCE4EL: Interpreting Process Predictions using a Milestone-Aware Counterfactual Approach 19 Jul 2021 · 0 repositories · arXiv:2107.08697
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Nested Counterfactual Identification from Arbitrary Surrogate Experiments 7 Jul 2021 · 0 repositories · arXiv:2107.03190
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Disaggregated Interventions to Reduce Inequality 1 Jul 2021 · 1 repository · arXiv:2107.00593
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Counterfactual Explanations for Arbitrary Regression Models 29 Jun 2021 · 0 repositories · arXiv:2106.15212
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Counterfactual Graphs for Explainable Classification of Brain Networks 16 Jun 2021 · 1 repository · arXiv:2106.08640
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Model-Based Counterfactual Synthesizer for Interpretation 16 Jun 2021 · 0 repositories · arXiv:2106.08971
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Counterfactual Explanations for Survival Prediction of Cardiovascular ICU Patients 15 Jun 2021 · 1 repository
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Counterfactual Explanations as Interventions in Latent Space 14 Jun 2021 · 1 repository · arXiv:2106.07754
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An age-structured SEIR model for COVID--19 incidence in Dublin, Ireland with framework for evaluating health intervention cost 11 Jun 2021 · 1 repository · arXiv:2106.06377
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Counterfactual Explanations Can Be Manipulated 4 Jun 2021 · 0 repositories · arXiv:2106.02666
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Causal Discovery in Knowledge Graphs by Exploiting Asymmetric Properties of Non-Gaussian Distributions 2 Jun 2021 · 1 repository · arXiv:2106.01043
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Diffeomorphic Explanations with Normalizing Flows 2 Jun 2021 · 0 repositories
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Interpreting Text Classifiers by Learning Context-sensitive Influence of Words 1 Jun 2021 · 0 repositories
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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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An Interpretable Approach to Automated Severity Scoring in Pelvic Trauma 21 May 2021 · 0 repositories · arXiv:2105.10238
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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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Algorithmic Factors Influencing Bias in Machine Learning 28 Apr 2021 · 1 repository · arXiv:2104.14014
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Optimal Counterfactual Explanations for Scorecard modelling 17 Apr 2021 · 1 repository · arXiv:2104.08619
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NICE: An Algorithm for Nearest Instance Counterfactual Explanations 15 Apr 2021 · 3 repositories · arXiv:2104.07411
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I Wish I Would Have Loved This One, But I Didn't -- A Multilingual Dataset for Counterfactual Detection in Product Reviews 14 Apr 2021 · 2 repositories · arXiv:2104.06893
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Connecting Attributions and QA Model Behavior on Realistic Counterfactuals 9 Apr 2021 · 1 repository · arXiv:2104.04515
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Causal Decision Making and Causal Effect Estimation Are Not the Same... and Why It Matters 8 Apr 2021 · 0 repositories · arXiv:2104.04103
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Handling Climate Change Using Counterfactuals: Using Counterfactuals in Data Augmentation to Predict Crop Growth in an Uncertain Climate Future 8 Apr 2021 · 0 repositories · arXiv:2104.04008
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Explaining Black-Box Algorithms Using Probabilistic Contrastive Counterfactuals 22 Mar 2021 · 0 repositories · arXiv:2103.11972
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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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Counterfactuals and Causability in Explainable Artificial Intelligence: Theory, Algorithms, and Applications 7 Mar 2021 · 0 repositories · arXiv:2103.04244
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Matching Function Equilibria with Partial Assignment: Existence, Uniqueness and Estimation 3 Feb 2021 · 0 repositories · arXiv:2102.02071
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Hierarchical Variational Autoencoder for Visual Counterfactuals 1 Feb 2021 · 0 repositories · arXiv:2102.00854
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A Few Good Counterfactuals: Generating Interpretable, Plausible and Diverse Counterfactual Explanations 22 Jan 2021 · 0 repositories · arXiv:2101.09056
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Generative Counterfactuals for Neural Networks via Attribute-Informed Perturbation 18 Jan 2021 · 0 repositories · arXiv:2101.06930
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Beyond Trivial Counterfactual Generations with Diverse Valuable Explanations 1 Jan 2021 · 0 repositories
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Counterfactual Thinking for Long-tailed Information Extraction 1 Jan 2021 · 0 repositories
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Model-Free Counterfactual Credit Assignment 1 Jan 2021 · 0 repositories
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Latent-CF: A Simple Baseline for Reverse Counterfactual Explanations 16 Dec 2020 · 0 repositories · arXiv:2012.09301
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Generate Your Counterfactuals: Towards Controlled Counterfactual Generation for Text 8 Dec 2020 · 0 repositories · arXiv:2012.04698
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HIT-SCIR at SemEval-2020 Task 5: Training Pre-trained Language Model with Pseudo-labeling Data for Counterfactuals Detection 1 Dec 2020 · 0 repositories
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Lee at SemEval-2020 Task 5: ALBERT Model Based on the Maximum Ensemble Strategy and Different Data Sampling Methods for Detecting Counterfactual Statements 1 Dec 2020 · 0 repositories
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YNU-oxz at SemEval-2020 Task 5: Detecting Counterfactuals Based on Ordered Neurons LSTM and Hierarchical Attention Network 1 Dec 2020 · 0 repositories
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Counterfactual Credit Assignment in Model-Free Reinforcement Learning 18 Nov 2020 · 0 repositories · arXiv:2011.09464
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Do We Exploit all Information for Counterfactual Analysis? Benefits of Factor Models and Idiosyncratic Correction 8 Nov 2020 · 0 repositories · arXiv:2011.03996
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Auctioning Annuities 5 Nov 2020 · 0 repositories · arXiv:2011.02899
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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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Fair Hate Speech Detection through Evaluation of Social Group Counterfactuals 24 Oct 2020 · 0 repositories · arXiv:2010.12779
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Adjusting for Confounders with Text: Challenges and an Empirical Evaluation Framework for Causal Inference 21 Sep 2020 · 0 repositories · arXiv:2009.09961
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Counterfactual Explanation and Causal Inference in Service of Robustness in Robot Control 18 Sep 2020 · 0 repositories · arXiv:2009.08856
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Evaluating and Mitigating Bias in Image Classifiers: A Causal Perspective Using Counterfactuals 17 Sep 2020 · 0 repositories · arXiv:2009.08270
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CounteRGAN: Generating Realistic Counterfactuals with Residual Generative Adversarial Nets 11 Sep 2020 · 0 repositories · arXiv:2009.05199
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On Generating Plausible Counterfactual and Semi-Factual Explanations for Deep Learning 10 Sep 2020 · 1 repository · arXiv:2009.06399
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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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Purely Bayesian counterfactuals versus Newcomb's paradox 10 Aug 2020 · 0 repositories · arXiv:2008.04256
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SemEval-2020 Task 5: Counterfactual Recognition 2 Aug 2020 · 1 repository · arXiv:2008.00563
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BUT-FIT at SemEval-2020 Task 5: Automatic detection of counterfactual statements with deep pre-trained language representation models 28 Jul 2020 · 1 repository · arXiv:2007.14128
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IITK-RSA at SemEval-2020 Task 5: Detecting Counterfactuals 21 Jul 2020 · 0 repositories · arXiv:2007.10866
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Shopping in the Multiverse: A Counterfactual Approach to In-Session Attribution 20 Jul 2020 · 0 repositories · arXiv:2007.10087
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Learning "What-if" Explanations for Sequential Decision-Making 2 Jul 2020 · 0 repositories · arXiv:2007.13531
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Deriving Bounds and Inequality Constraints Using LogicalRelations Among Counterfactuals 1 Jul 2020 · 0 repositories · arXiv:2007.00628
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Conformal Inference of Counterfactuals and Individual Treatment Effects 11 Jun 2020 · 2 repositories · arXiv:2006.06138
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Counterfactual Vision and Language Learning 1 Jun 2020 · 0 repositories
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CNRL at SemEval-2020 Task 5: Modelling Causal Reasoning in Language with Multi-Head Self-Attention Weights based Counterfactual Detection 31 May 2020 · 0 repositories · arXiv:2006.00609
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Counterfactual Detection meets Transfer Learning 27 May 2020 · 1 repository · arXiv:2005.13125
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Good Counterfactuals and Where to Find Them: A Case-Based Technique for Generating Counterfactuals for Explainable AI (XAI) 26 May 2020 · 0 repositories · arXiv:2005.13997
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Yseop at SemEval-2020 Task 5: Cascaded BERT Language Model for Counterfactual Statement Analysis 18 May 2020 · 0 repositories · arXiv:2005.08519
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Multi-Objective Counterfactual Explanations 23 Apr 2020 · 1 repository · arXiv:2004.11165
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Adversarial Robustness on In- and Out-Distribution Improves Explainability 20 Mar 2020 · 1 repository · arXiv:2003.09461
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Vector logic allows counterfactual virtualization by The Square Root of NOT 9 Mar 2020 · 0 repositories · arXiv:2003.11519
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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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Distal Explanations for Model-free Explainable Reinforcement Learning 28 Jan 2020 · 0 repositories · arXiv:2001.10284
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Adequate and fair explanations 21 Jan 2020 · 0 repositories · arXiv:2001.07578
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Probabilistic Reasoning across the Causal Hierarchy 9 Jan 2020 · 0 repositories · arXiv:2001.02889
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Explaining Classifiers using Adversarial Perturbations on the Perceptual Ball 19 Dec 2019 · 0 repositories · arXiv:1912.09405
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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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EMAP: Explanation by Minimal Adversarial Perturbation 2 Dec 2019 · 0 repositories · arXiv:1912.00872
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Learning Model-Agnostic Counterfactual Explanations for Tabular Data 21 Oct 2019 · 3 repositories · arXiv:1910.09398
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Matrix Completion, Counterfactuals, and Factor Analysis of Missing Data 15 Oct 2019 · 0 repositories · arXiv:1910.06677
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Debiased Bayesian inference for average treatment effects 26 Sep 2019 · 1 repository · arXiv:1909.12078
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FACE: Feasible and Actionable Counterfactual Explanations 20 Sep 2019 · 1 repository · arXiv:1909.09369
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Explaining Visual Models by Causal Attribution 19 Sep 2019 · 0 repositories · arXiv:1909.08891
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Image Counterfactual Sensitivity Analysis for Detecting Unintended Bias 14 Jun 2019 · 0 repositories · arXiv:1906.06439
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Counterfactual Inference for Consumer Choice Across Many Product Categories 6 Jun 2019 · 1 repository · arXiv:1906.02635
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Model-Agnostic Counterfactual Explanations for Consequential Decisions 27 May 2019 · 1 repository · arXiv:1905.11190
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CERTIFAI: Counterfactual Explanations for Robustness, Transparency, Interpretability, and Fairness of Artificial Intelligence models 20 May 2019 · 0 repositories · arXiv:1905.07857
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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)
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A Dynamic Semantics for Causal Counterfactuals 1 May 2019 · 0 repositories
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Counterfactual Sensitivity and Robustness 1 Apr 2019 · 0 repositories · arXiv:1904.00989
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Machine learning in policy evaluation: new tools for causal inference 1 Mar 2019 · 1 repository · arXiv:1903.00402
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Representation Learning for Treatment Effect Estimation from Observational Data 1 Dec 2018 · 1 repository
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Interpretable Credit Application Predictions With Counterfactual Explanations 13 Nov 2018 · 0 repositories · arXiv:1811.05245
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Learning Optimal Policies from Observational Data 23 Feb 2018 · 0 repositories · arXiv:1802.08679
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Grouping-By-ID: Guarding Against Adversarial Domain Shifts 1 Jan 2018 · 0 repositories
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Counterfactual Explanations without Opening the Black Box: Automated Decisions and the GDPR 1 Nov 2017 · 4 repositories · arXiv:1711.00399