| Optimal Transport for Counterfactual Estimation: A Method for Causal Inference | Jan 18, 2023 | Causal Inferencecounterfactual | CodeCode Available | 0 |
| Text-to-Image Models for Counterfactual Explanations: a Black-Box Approach | Sep 14, 2023 | counterfactualCounterfactual Explanation | CodeCode Available | 0 |
| Counterfactual Learning with Multioutput Deep Kernels | Nov 20, 2022 | counterfactualCounterfactual Inference | CodeCode Available | 0 |
| Inducing Causal Structure for Interpretable Neural Networks Applied to Glucose Prediction for T1DM Patients | Mar 18, 2025 | counterfactual | CodeCode Available | 0 |
| Optimal Transport on Categorical Data for Counterfactuals using Compositional Data and Dirichlet Transport | Jan 26, 2025 | counterfactualFairness | CodeCode Available | 0 |
| Safe Deployment for Counterfactual Learning to Rank with Exposure-Based Risk Minimization | Apr 26, 2023 | counterfactualLearning-To-Rank | CodeCode Available | 0 |
| Industrial-Grade Time-Dependent Counterfactual Root Cause Analysis through the Unanticipated Point of Incipient Failure: a Proof of Concept | Jul 10, 2024 | counterfactualTime Series | CodeCode Available | 0 |
| CODEX: A Cluster-Based Method for Explainable Reinforcement Learning | Dec 7, 2023 | Clusteringcounterfactual | CodeCode Available | 0 |
| Safe Exploration for Optimizing Contextual Bandits | Feb 2, 2020 | counterfactualInformation Retrieval | CodeCode Available | 0 |
| Ordered Counterfactual Explanation by Mixed-Integer Linear Optimization | Dec 22, 2020 | counterfactualCounterfactual Explanation | CodeCode Available | 0 |
| SAFE-RL: Saliency-Aware Counterfactual Explainer for Deep Reinforcement Learning Policies | Apr 28, 2024 | counterfactualDeep Reinforcement Learning | CodeCode Available | 0 |
| Adversarial Distribution Balancing for Counterfactual Reasoning | Nov 28, 2023 | counterfactualCounterfactual Reasoning | CodeCode Available | 0 |
| SAGED: A Holistic Bias-Benchmarking Pipeline for Language Models with Customisable Fairness Calibration | Sep 17, 2024 | Benchmarkingcounterfactual | CodeCode Available | 0 |
| THaMES: An End-to-End Tool for Hallucination Mitigation and Evaluation in Large Language Models | Sep 17, 2024 | BenchmarkingBinary Classification | CodeCode Available | 0 |
| Addressing Both Statistical and Causal Gender Fairness in NLP Models | Mar 30, 2024 | counterfactualData Augmentation | CodeCode Available | 0 |
| Assessing the Capacity of Transformer to Abstract Syntactic Representations: A Contrastive Analysis Based on Long-distance Agreement | Dec 8, 2022 | counterfactualObject | CodeCode Available | 0 |
| Counterfactual Learning to Rank using Heterogeneous Treatment Effect Estimation | Jul 19, 2020 | counterfactualHeterogeneous Treatment Effect Estimation | CodeCode Available | 0 |
| Towards Unifying Evaluation of Counterfactual Explanations: Leveraging Large Language Models for Human-Centric Assessments | Oct 28, 2024 | counterfactualCounterfactual Explanation | CodeCode Available | 0 |
| In Search of Insights, Not Magic Bullets: Towards Demystification of the Model Selection Dilemma in Heterogeneous Treatment Effect Estimation | Feb 6, 2023 | counterfactualHeterogeneous Treatment Effect Estimation | CodeCode Available | 0 |
| Mend The Learning Approach, Not the Data: Insights for Ranking E-Commerce Products | Jul 24, 2019 | counterfactualLearning-To-Rank | CodeCode Available | 0 |
| PAC: Assisted Value Factorisation with Counterfactual Predictions in Multi-Agent Reinforcement Learning | Jun 22, 2022 | counterfactualMulti-agent Reinforcement Learning | CodeCode Available | 0 |
| PairCFR: Enhancing Model Training on Paired Counterfactually Augmented Data through Contrastive Learning | Jun 9, 2024 | Contrastive Learningcounterfactual | CodeCode Available | 0 |
| Integrating Markov processes with structural causal modeling enables counterfactual inference in complex systems | Nov 6, 2019 | counterfactualCounterfactual Inference | CodeCode Available | 0 |
| Co^2PT: Mitigating Bias in Pre-trained Language Models through Counterfactual Contrastive Prompt Tuning | Oct 19, 2023 | counterfactual | CodeCode Available | 0 |
| CLOMO: Counterfactual Logical Modification with Large Language Models | Nov 29, 2023 | counterfactualCounterfactual Reasoning | CodeCode Available | 0 |
| ParKCa: Causal Inference with Partially Known Causes | Mar 17, 2020 | Causal Inferencecounterfactual | CodeCode Available | 0 |
| A Geometric Notion of Causal Probing | Jul 27, 2023 | counterfactualLanguage Modeling | CodeCode Available | 0 |
| SARDINE: A Simulator for Automated Recommendation in Dynamic and Interactive Environments | Nov 28, 2023 | counterfactualLearning-To-Rank | CodeCode Available | 0 |
| Learning Model-Agnostic Counterfactual Explanations for Tabular Data | Oct 21, 2019 | counterfactualmodel | CodeCode Available | 0 |
| Partial Counterfactual Identification of Continuous Outcomes with a Curvature Sensitivity Model | Jun 2, 2023 | counterfactualCounterfactual Inference | CodeCode Available | 0 |
| Intermediate Entity-based Sparse Interpretable Representation Learning | Dec 3, 2022 | counterfactualRepresentation Learning | CodeCode Available | 0 |
| Internal Causal Mechanisms Robustly Predict Language Model Out-of-Distribution Behaviors | May 17, 2025 | counterfactualInstruction Following | CodeCode Available | 0 |
| Beyond Individualized Recourse: Interpretable and Interactive Summaries of Actionable Recourses | Sep 15, 2020 | counterfactualDecision Making | CodeCode Available | 0 |
| Counterfactual Learning from Human Proofreading Feedback for Semantic Parsing | Nov 29, 2018 | counterfactualQuestion Answering | CodeCode Available | 0 |
| 2D-Shapley: A Framework for Fragmented Data Valuation | Jun 18, 2023 | counterfactualData Valuation | CodeCode Available | 0 |
| TraCE: Trajectory Counterfactual Explanation Scores | Sep 27, 2023 | counterfactualCounterfactual Explanation | CodeCode Available | 0 |
| Agent-Specific Effects: A Causal Effect Propagation Analysis in Multi-Agent MDPs | Oct 17, 2023 | counterfactualDecision Making | CodeCode Available | 0 |
| Interpretable ECG Analysis for Myocardial Infarction Detection through Counterfactuals | Nov 21, 2023 | counterfactualDiagnostic | CodeCode Available | 0 |
| ScEdit: Script-based Assessment of Knowledge Editing | May 29, 2025 | counterfactualknowledge editing | CodeCode Available | 0 |
| Interpretable Knowledge Tracing via Response Influence-based Counterfactual Reasoning | Dec 1, 2023 | counterfactualCounterfactual Reasoning | CodeCode Available | 0 |
| Attribution of Predictive Uncertainties in Classification Models | Jul 19, 2021 | BenchmarkingClassification | CodeCode Available | 0 |
| Counterfactual Language Model Adaptation for Suggesting Phrases | Oct 4, 2017 | counterfactualLanguage Modeling | CodeCode Available | 0 |
| Interpretable Sequence Classification via Discrete Optimization | Oct 6, 2020 | Classificationcounterfactual | CodeCode Available | 0 |
| "What if?" in Probabilistic Logic Programming | May 24, 2023 | counterfactualCounterfactual Reasoning | CodeCode Available | 0 |
| Counterfactual Concept Bottleneck Models | Feb 2, 2024 | counterfactualDecision Making | CodeCode Available | 0 |
| Patterns Over Principles: The Fragility of Inductive Reasoning in LLMs under Noisy Observations | Feb 22, 2025 | counterfactual | CodeCode Available | 0 |
| The Dangers of Post-hoc Interpretability: Unjustified Counterfactual Explanations | Jul 22, 2019 | counterfactual | CodeCode Available | 0 |
| Interrogating the Explanatory Power of Attention in Neural Machine Translation | Sep 30, 2019 | counterfactualMachine Translation | CodeCode Available | 0 |
| Intersection of Parallels as an Early Stopping Criterion | Aug 19, 2022 | counterfactualLearning-To-Rank | CodeCode Available | 0 |
| Interval Abstractions for Robust Counterfactual Explanations | Apr 21, 2024 | counterfactualMulti-class Classification | CodeCode Available | 0 |