Methods › Reinforcement Learning › Exploration Strategies › Counterfactuals › Papers, page 3
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 3 of 4: papers 201 to 300 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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Attribution-Scores and Causal Counterfactuals as Explanations in Artificial Intelligence 6 Mar 2023 · 0 repositories · arXiv:2303.02829
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Knowledge-Based Counterfactual Queries for Visual Question Answering 5 Mar 2023 · 0 repositories · arXiv:2303.02601
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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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Inherently Interpretable Multi-Label Classification Using Class-Specific Counterfactuals 1 Mar 2023 · 2 repositories · arXiv:2303.00500
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Counterfactual Reasoning for Bias Evaluation and Detection in a Fairness under Unawareness setting 16 Feb 2023 · 1 repository · arXiv:2302.08204
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Explaining text classifiers through progressive neighborhood approximation with realistic samples 11 Feb 2023 · 0 repositories · arXiv:2302.07733
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Multidimensional dynamic factor models 29 Jan 2023 · 0 repositories · arXiv:2301.12499
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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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Bayesian Hierarchical Models for Counterfactual Estimation 21 Jan 2023 · 0 repositories · arXiv:2301.08833
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CEnt: An Entropy-based Model-agnostic Explainability Framework to Contrast Classifiers' Decisions 19 Jan 2023 · 1 repository · arXiv:2301.07941
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Explaining ℰℒℋ Concept Descriptions through Counterfactual Reasoning 12 Jan 2023 · 0 repositories · arXiv:2301.05109
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Evaluating counterfactual explanations using Pearl's counterfactual method 6 Jan 2023 · 0 repositories · arXiv:2301.02499
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Action needed to make carbon offsets from tropical forest conservation work for climate change mitigation 5 Jan 2023 · 0 repositories · arXiv:2301.03354
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Style-transfer counterfactual explanations: An application to mortality prevention of ICU patients 1 Jan 2023 · 1 repository
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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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Generative Robust Classification 14 Dec 2022 · 0 repositories · arXiv:2212.07283
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On Root Cause Localization and Anomaly Mitigation through Causal Inference 8 Dec 2022 · 1 repository · arXiv:2212.04031
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Counterfactuals for the Future 7 Dec 2022 · 0 repositories · arXiv:2212.03974
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Learning to Bound Counterfactual Inference from Observational, Biased and Randomised Data 6 Dec 2022 · 1 repository · arXiv:2212.02932
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VeriX: Towards Verified Explainability of Deep Neural Networks 2 Dec 2022 · 0 repositories · arXiv:2212.01051
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Bursting the Burden Bubble? An Assessment of Sharma et al.'s Counterfactual-based Fairness Metric 21 Nov 2022 · 1 repository · arXiv:2211.11512
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Partial counterfactual identification and uplift modeling: theoretical results and real-world assessment 14 Nov 2022 · 0 repositories · arXiv:2211.07264
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Actionable Recourse via GANs for Mobile Health 12 Nov 2022 · 0 repositories · arXiv:2211.06525
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On the Privacy Risks of Algorithmic Recourse 10 Nov 2022 · 1 repository · arXiv:2211.05427
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Backtracking Counterfactuals 1 Nov 2022 · 0 repositories · arXiv:2211.00472
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NeuroCounterfactuals: Beyond Minimal-Edit Counterfactuals for Richer Data Augmentation 22 Oct 2022 · 1 repository · arXiv:2210.12365
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Redefining Counterfactual Explanations for Reinforcement Learning: Overview, Challenges and Opportunities 21 Oct 2022 · 0 repositories · arXiv:2210.11846
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Robustifying Sentiment Classification by Maximally Exploiting Few Counterfactuals 21 Oct 2022 · 1 repository · arXiv:2210.11805
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Beyond Model Interpretability: On the Faithfulness and Adversarial Robustness of Contrastive Textual Explanations 17 Oct 2022 · 1 repository · arXiv:2210.08902
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CLEAR: Generative Counterfactual Explanations on Graphs 16 Oct 2022 · 0 repositories · arXiv:2210.08443
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FASTER-CE: Fast, Sparse, Transparent, and Robust Counterfactual Explanations 12 Oct 2022 · 0 repositories · arXiv:2210.06578
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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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CORE: A Retrieve-then-Edit Framework for Counterfactual Data Generation 10 Oct 2022 · 1 repository · arXiv:2210.04873
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Feature-based Learning for Diverse and Privacy-Preserving Counterfactual Explanations 27 Sep 2022 · 1 repository · arXiv:2209.13446
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Time Series Causal Link Estimation under Hidden Confounding using Knockoff Interventions 23 Sep 2022 · 0 repositories · arXiv:2209.11497
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Shapelet-Based Counterfactual Explanations for Multivariate Time Series 22 Aug 2022 · 1 repository · arXiv:2208.10462
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Application of Causal Inference to Analytical Customer Relationship Management in Banking and Insurance 19 Aug 2022 · 0 repositories · arXiv:2208.10916
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The Counterfactual-Shapley Value: Attributing Change in System Metrics 17 Aug 2022 · 0 repositories · arXiv:2208.08399
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Probabilistic Variational Causal Approach in Observational Studies 12 Aug 2022 · 0 repositories · arXiv:2208.06269
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Differentially Private Counterfactuals via Functional Mechanism 4 Aug 2022 · 0 repositories · arXiv:2208.02878
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Counterfactual Image Synthesis for Discovery of Personalized Predictive Image Markers 3 Aug 2022 · 0 repositories · arXiv:2208.02311
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What is Healthy? Generative Counterfactual Diffusion for Lesion Localization 25 Jul 2022 · 1 repository · arXiv:2207.12268
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Joint Application of the Target Trial Causal Framework and Machine Learning Modeling to Optimize Antibiotic Therapy: Use Case on Acute Bacterial Skin and Skin Structure Infections due to Methicillin-resistant Staphylococcus aureus 15 Jul 2022 · 0 repositories · arXiv:2207.07458
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Outcome-Guided Counterfactuals for Reinforcement Learning Agents from a Jointly Trained Generative Latent Space 15 Jul 2022 · 0 repositories · arXiv:2207.07710
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A Query-Optimal Algorithm for Finding Counterfactuals 14 Jul 2022 · 0 repositories · arXiv:2207.07072
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Reinforced Path Reasoning for Counterfactual Explainable Recommendation 14 Jul 2022 · 1 repository · arXiv:2207.06674
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Spatiotemporal Propagation Learning for Network-Wide Flight Delay Prediction 14 Jul 2022 · 1 repository · arXiv:2207.06959
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Robust Counterfactual Explanations for Tree-Based Ensembles 6 Jul 2022 · 0 repositories · arXiv:2207.02739
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Framing Algorithmic Recourse for Anomaly Detection 29 Jun 2022 · 0 repositories · arXiv:2206.14384
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Flexible text generation for counterfactual fairness probing 28 Jun 2022 · 0 repositories · arXiv:2206.13757
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Explaining the root causes of unit-level changes 26 Jun 2022 · 0 repositories · arXiv:2206.12986
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A Model-Agnostic SAT-based Approach for Symbolic Explanation Enumeration 23 Jun 2022 · 0 repositories · arXiv:2206.11539
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Plug and Play Counterfactual Text Generation for Model Robustness 21 Jun 2022 · 0 repositories · arXiv:2206.10429
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Combining Counterfactuals With Shapley Values To Explain Image Models 14 Jun 2022 · 0 repositories · arXiv:2206.07087
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Towards a Solution to Bongard Problems: A Causal Approach 14 Jun 2022 · 0 repositories · arXiv:2206.07196
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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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Explaining Image Classifiers Using Contrastive Counterfactuals in Generative Latent Spaces 10 Jun 2022 · 0 repositories · arXiv:2206.05257
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Generalization bounds and algorithms for estimating conditional average treatment effect of dosage 29 May 2022 · 0 repositories · arXiv:2205.14692
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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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Exploring the Trade-off between Plausibility, Change Intensity and Adversarial Power in Counterfactual Explanations using Multi-objective Optimization 20 May 2022 · 1 repository · arXiv:2205.10232
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What's the Harm? Sharp Bounds on the Fraction Negatively Affected by Treatment 20 May 2022 · 1 repository · arXiv:2205.10327
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SparCAssist: A Model Risk Assessment Assistant Based on Sparse Generated Counterfactuals 3 May 2022 · 0 repositories · arXiv:2205.01588
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Testing robustness of predictions of trained classifiers against naturally occurring perturbations 21 Apr 2022 · 0 repositories · arXiv:2204.10046
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Cycle-Consistent Counterfactuals by Latent Transformations 28 Mar 2022 · 0 repositories · arXiv:2203.15064
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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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Diverse Counterfactual Explanations for Anomaly Detection in Time Series 21 Mar 2022 · 0 repositories · arXiv:2203.11103
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Reasoning about Counterfactuals to Improve Human Inverse Reinforcement Learning 3 Mar 2022 · 2 repositories · arXiv:2203.01855
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DoCoGen: Domain Counterfactual Generation for Low Resource Domain Adaptation 24 Feb 2022 · 1 repository · arXiv:2202.12350
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Automatically Generating Counterfactuals for Relation Classification 22 Feb 2022 · 0 repositories · arXiv:2202.10668
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Causal Effect Identification in Cluster DAGs 22 Feb 2022 · 0 repositories · arXiv:2202.12263
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Diffusion Causal Models for Counterfactual Estimation 21 Feb 2022 · 1 repository · arXiv:2202.10166
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Networks and Identity Drive Geographic Properties of the Diffusion of Linguistic Innovation 10 Feb 2022 · 0 repositories · arXiv:2202.04842
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Counterfactual Multi-Token Fairness in Text Classification 8 Feb 2022 · 0 repositories · arXiv:2202.03792
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Fairness for Text Classification Tasks with Identity Information Data Augmentation Methods 4 Feb 2022 · 0 repositories · arXiv:2203.03541
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Which Style Makes Me Attractive? Interpretable Control Discovery and Counterfactual Explanation on StyleGAN 24 Jan 2022 · 1 repository · arXiv:2201.09689
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Making a (Counterfactual) Difference One Rationale at a Time 13 Jan 2022 · 1 repository · arXiv:2201.05177
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Learning Fair Node Representations with Graph Counterfactual Fairness 10 Jan 2022 · 1 repository · arXiv:2201.03662
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CausalKG: Causal Knowledge Graph Explainability using interventional and counterfactual reasoning 6 Jan 2022 · 0 repositories · arXiv:2201.03647
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Predicting treatment effects from observational studies using machine learning methods: A simulation study 20 Dec 2021 · 0 repositories · arXiv:2112.12083
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Analyzing and Improving the Robustness of Tabular Classifiers using Counterfactual Explanations 13 Dec 2021 · 1 repository
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ADBCMM : Acronym Disambiguation by Building Counterfactuals and Multilingual Mixing 8 Dec 2021 · 1 repository · arXiv:2112.08991
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Counterfactual Explanations via Latent Space Projection and Interpolation 2 Dec 2021 · 0 repositories · arXiv:2112.00890
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DeDUCE: Generating Counterfactual Explanations Efficiently 29 Nov 2021 · 1 repository · arXiv:2111.15639
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Equitable modelling of brain imaging by counterfactual augmentation with morphologically constrained 3D deep generative models 29 Nov 2021 · 0 repositories · arXiv:2111.14923
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Multi-objective Explanations of GNN Predictions 29 Nov 2021 · 0 repositories · arXiv:2111.14651
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STEEX: Steering Counterfactual Explanations with Semantics 17 Nov 2021 · 2 repositories · arXiv:2111.09094
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Retrieval-guided Counterfactual Generation for QA 16 Nov 2021 · 0 repositories
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Can We Improve Model Robustness through Secondary Attribute Counterfactuals? 1 Nov 2021 · 0 repositories
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Counterfactual Matters: Intrinsic Probing For Dialogue State Tracking 1 Nov 2021 · 0 repositories
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Generating Realistic Natural Language Counterfactuals 1 Nov 2021 · 0 repositories
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I Wish I Would Have Loved This One, But I Didn’t – A Multilingual Dataset for Counterfactual Detection in Product Review 1 Nov 2021 · 1 repository
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On Quantitative Evaluations of Counterfactuals 30 Oct 2021 · 1 repository · arXiv:2111.00177
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Retrieval-guided Counterfactual Generation for QA 14 Oct 2021 · 0 repositories · arXiv:2110.07596
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Improving Users' Mental Model with Attention-directed Counterfactual Edits 13 Oct 2021 · 0 repositories · arXiv:2110.06863
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Partial Counterfactual Identification from Observational and Experimental Data 12 Oct 2021 · 0 repositories · arXiv:2110.05690
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Learning Time Series Counterfactuals via Latent Space Representations 11 Oct 2021 · 1 repository
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Consistent Counterfactuals for Deep Models 6 Oct 2021 · 0 repositories · arXiv:2110.03109
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XPROAX-Local explanations for text classification with progressive neighborhood approximation 30 Sep 2021 · 1 repository · arXiv:2109.15004