| Efficient Classification with Counterfactual Reasoning and Active Learning | Jul 25, 2022 | Active LearningClassification | CodeCode Available | 0 |
| Efficient computation of contrastive explanations | Oct 6, 2020 | BIG-bench Machine Learningcounterfactual | CodeCode Available | 0 |
| Efficient computation of counterfactual explanations of LVQ models | Aug 2, 2019 | BIG-bench Machine Learningcounterfactual | CodeCode Available | 0 |
| Argumentative Ensembling for Robust Recourse under Model Multiplicity | Jun 25, 2025 | counterfactual | CodeCode Available | 0 |
| Are Large Language Models Good at Utility Judgments? | Mar 28, 2024 | Answer GenerationBenchmarking | CodeCode Available | 0 |
| Sequential Conditional Transport on Probabilistic Graphs for Interpretable Counterfactual Fairness | Aug 6, 2024 | counterfactualFairness | CodeCode Available | 0 |
| Efficient Deviation Types and Learning for Hindsight Rationality in Extensive-Form Games | Feb 13, 2021 | counterfactualDecision Making | CodeCode Available | 0 |
| Efficient Deviation Types and Learning for Hindsight Rationality in Extensive-Form Games: Corrections | May 24, 2022 | counterfactualDecision Making | CodeCode Available | 0 |
| CF-OPT: Counterfactual Explanations for Structured Prediction | May 28, 2024 | counterfactualPrediction | CodeCode Available | 0 |
| Neural Replicator Dynamics | Jun 1, 2019 | counterfactualDeep Reinforcement Learning | CodeCode Available | 0 |
| Efficient Search for Diverse Coherent Explanations | Jan 2, 2019 | counterfactual | CodeCode Available | 0 |
| Does Your Model Classify Entities Reasonably? Diagnosing and Mitigating Spurious Correlations in Entity Typing | May 25, 2022 | counterfactualData Augmentation | CodeCode Available | 0 |
| Learning Interpretable Low-dimensional Representation via Physical Symmetry | Feb 5, 2023 | counterfactualTime Series | CodeCode Available | 0 |
| Learning Linear Causal Representations from Interventions under General Nonlinear Mixing | Jun 4, 2023 | counterfactual | CodeCode Available | 0 |
| Learning Matching Representations for Individualized Organ Transplantation Allocation | Jan 28, 2021 | counterfactualRepresentation Learning | CodeCode Available | 0 |
| Causal Expectation-Maximisation | Nov 4, 2020 | Causal Inferencecounterfactual | CodeCode Available | 0 |
| Does It Make Sense to Explain a Black Box With Another Black Box? | Apr 23, 2024 | counterfactualCounterfactual Explanation | CodeCode Available | 0 |
| Learning Personalized Treatment Decisions in Precision Medicine: Disentangling Treatment Assignment Bias in Counterfactual Outcome Prediction and Biomarker Identification | Oct 1, 2024 | counterfactual | CodeCode Available | 0 |
| Empowering Counterfactual Reasoning over Graph Neural Networks through Inductivity | Jun 7, 2023 | counterfactualCounterfactual Explanation | CodeCode Available | 0 |
| Distributional conformal prediction | Sep 17, 2019 | Conformal Predictioncounterfactual | CodeCode Available | 0 |
| Sequential Counterfactual Risk Minimization | Feb 23, 2023 | counterfactual | CodeCode Available | 0 |
| Endogenous Macrodynamics in Algorithmic Recourse | Aug 16, 2023 | counterfactualvalid | CodeCode Available | 0 |
| Predicting the impact of treatments over time with uncertainty aware neural differential equations | Feb 24, 2022 | Causal Inferencecounterfactual | CodeCode Available | 0 |
| Distinguishing Cause from Effect with Causal Velocity Models | Feb 7, 2025 | Causal Discoverycounterfactual | CodeCode Available | 0 |
| Enhancing Counterfactual Classification via Self-Training | Dec 8, 2021 | Classificationcounterfactual | CodeCode Available | 0 |
| Learning Representations for Counterfactual Inference | May 12, 2016 | Causal Inferencecounterfactual | CodeCode Available | 0 |
| A Rationale-centric Counterfactual Data Augmentation Method for Cross-Document Event Coreference Resolution | Apr 2, 2024 | coreference-resolutionCoreference Resolution | CodeCode Available | 0 |
| Transport-based Counterfactual Models | Aug 30, 2021 | Causal Inferencecounterfactual | CodeCode Available | 0 |
| Enhancing Metabolic Syndrome Prediction with Hybrid Data Balancing and Counterfactuals | Apr 9, 2025 | counterfactualSynthetic Data Generation | CodeCode Available | 0 |
| Enhancing Model Robustness and Fairness with Causality: A Regularization Approach | Oct 3, 2021 | Causal Inferencecounterfactual | CodeCode Available | 0 |
| CEval: A Benchmark for Evaluating Counterfactual Text Generation | Apr 26, 2024 | counterfactualLanguage Modeling | CodeCode Available | 0 |
| A Quantitatively Interpretable Model for Alzheimer's Disease Prediction Using Deep Counterfactuals | Oct 5, 2023 | counterfactualCounterfactual Reasoning | CodeCode Available | 0 |
| Disentangled Counterfactual Learning for Physical Audiovisual Commonsense Reasoning | Oct 30, 2023 | counterfactual | CodeCode Available | 0 |
| Learning the Difference that Makes a Difference with Counterfactually-Augmented Data | Sep 26, 2019 | counterfactualData Augmentation | CodeCode Available | 0 |
| Enhancing Treatment Effect Estimation via Active Learning: A Counterfactual Covering Perspective | May 8, 2025 | Active LearningBenchmarking | CodeCode Available | 0 |
| Counterfactual Explanations for Misclassified Images: How Human and Machine Explanations Differ | Dec 16, 2022 | counterfactualExplainable Artificial Intelligence (XAI) | CodeCode Available | 0 |
| Ensemble of Counterfactual Explainers | Aug 29, 2023 | counterfactualDiversity | CodeCode Available | 0 |
| Learning Models for Actionable Recourse | Nov 12, 2020 | counterfactualDecision Making | CodeCode Available | 0 |
| What If We Had Used a Different App? Reliable Counterfactual KPI Analysis in Wireless Systems | Sep 30, 2024 | Conformal Predictioncounterfactual | CodeCode Available | 0 |
| DINER: Debiasing Aspect-based Sentiment Analysis with Multi-variable Causal Inference | Mar 2, 2024 | Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA) | CodeCode Available | 0 |
| Shapelet-Based Counterfactual Explanations for Multivariate Time Series | Aug 22, 2022 | counterfactualCounterfactual Explanation | CodeCode Available | 0 |
| Learning to Bound Counterfactual Inference from Observational, Biased and Randomised Data | Dec 6, 2022 | counterfactualCounterfactual Inference | CodeCode Available | 0 |
| WatChat: Explaining perplexing programs by debugging mental models | Mar 8, 2024 | counterfactualLanguage Modelling | CodeCode Available | 0 |
| Counterfactual Explanations for Linear Optimization | May 24, 2024 | counterfactual | CodeCode Available | 0 |
| PRINCE: Provider-side Interpretability with Counterfactual Explanations in Recommender Systems | Nov 19, 2019 | counterfactualRecommendation Systems | CodeCode Available | 0 |
| Feature-based Learning for Diverse and Privacy-Preserving Counterfactual Explanations | Sep 27, 2022 | counterfactualDiversity | CodeCode Available | 0 |
| Learning to Explain: A Model-Agnostic Framework for Explaining Black Box Models | Oct 25, 2023 | counterfactual | CodeCode Available | 0 |
| Treble Counterfactual VLMs: A Causal Approach to Hallucination | Mar 8, 2025 | Autonomous Drivingcounterfactual | CodeCode Available | 0 |
| Use of What-if Scenarios to Help Explain Artificial Intelligence Models for Neonatal Health | Oct 12, 2024 | counterfactualData Augmentation | CodeCode Available | 0 |
| FOCUS: Flexible Optimizable Counterfactual Explanations for Tree Ensembles | Nov 27, 2019 | counterfactual | CodeCode Available | 0 |