| Can We Validate Counterfactual Estimations in the Presence of General Network Interference? | Feb 3, 2025 | Causal Inferencecounterfactual | CodeCode Available | 0 |
| Progressive Generalization Risk Reduction for Data-Efficient Causal Effect Estimation | Nov 18, 2024 | Active Learningcounterfactual | CodeCode Available | 0 |
| Even if Explanations: Prior Work, Desiderata & Benchmarks for Semi-Factual XAI | Jan 27, 2023 | counterfactualExplainable Artificial Intelligence (XAI) | CodeCode Available | 0 |
| Even-Ifs From If-Onlys: Are the Best Semi-Factual Explanations Found Using Counterfactuals As Guides? | Mar 1, 2024 | counterfactual | CodeCode Available | 0 |
| Longitudinal Causal Image Synthesis | Oct 23, 2024 | counterfactualImage Generation | CodeCode Available | 0 |
| An Interactive Human-Machine Learning Interface for Collecting and Learning from Complex Annotations | Mar 28, 2024 | Binary Classificationcounterfactual | CodeCode Available | 0 |
| Longitudinal Targeted Minimum Loss-based Estimation with Temporal-Difference Heterogeneous Transformer | Apr 5, 2024 | counterfactualEpidemiology | CodeCode Available | 0 |
| Evidence from counterfactual tasks supports emergent analogical reasoning in large language models | Apr 14, 2024 | counterfactual | CodeCode Available | 0 |
| Counterfactual Effect Decomposition in Multi-Agent Sequential Decision Making | Oct 16, 2024 | Attributecounterfactual | CodeCode Available | 0 |
| Exogenous Isomorphism for Counterfactual Identifiability | May 4, 2025 | counterfactualCounterfactual Reasoning | CodeCode Available | 0 |
| Exogenous Matching: Learning Good Proposals for Tractable Counterfactual Estimation | Oct 17, 2024 | counterfactual | CodeCode Available | 0 |
| Promoting Counterfactual Robustness through Diversity | Dec 11, 2023 | counterfactualDiversity | CodeCode Available | 0 |
| Expected Grad-CAM: Towards gradient faithfulness | Jun 3, 2024 | counterfactualSensitivity | CodeCode Available | 0 |
| Experiential Explanations for Reinforcement Learning | Oct 10, 2022 | Chunkingcounterfactual | CodeCode Available | 0 |
| Lookahead Counterfactual Fairness | Dec 2, 2024 | counterfactualFairness | CodeCode Available | 0 |
| Promptable Counterfactual Diffusion Model for Unified Brain Tumor Segmentation and Generation with MRIs | Jul 17, 2024 | Brain Tumor SegmentationBraTS2021 | CodeCode Available | 0 |
| Designing Decision Support Systems Using Counterfactual Prediction Sets | Jun 6, 2023 | counterfactualPrediction | CodeCode Available | 0 |
| SKDCGN: Source-free Knowledge Distillation of Counterfactual Generative Networks using cGANs | Aug 8, 2022 | counterfactualKnowledge Distillation | CodeCode Available | 0 |
| Explaining and visualizing black-box models through counterfactual paths | Jul 15, 2023 | counterfactualExplainable Artificial Intelligence (XAI) | CodeCode Available | 0 |
| Sketch and Customize: A Counterfactual Story Generator | Apr 2, 2021 | counterfactualText Generation | CodeCode Available | 0 |
| Thought-Path Contrastive Learning via Premise-Oriented Data Augmentation for Logical Reading Comprehension | Sep 22, 2024 | Contrastive Learningcounterfactual | CodeCode Available | 0 |
| CE-QArg: Counterfactual Explanations for Quantitative Bipolar Argumentation Frameworks (Technical Report) | Jul 11, 2024 | counterfactualvalid | CodeCode Available | 0 |
| Explainable Authorship Identification in Cultural Heritage Applications: Analysis of a New Perspective | Nov 3, 2023 | Authorship AttributionAuthorship Verification | CodeCode Available | 0 |
| Can Large Language Models Follow Concept Annotation Guidelines? A Case Study on Scientific and Financial Domains | Nov 15, 2023 | counterfactualSentence | CodeCode Available | 0 |
| Deep representation learning for individualized treatment effect estimation using electronic health records | Dec 1, 2019 | Causal Inferencecounterfactual | CodeCode Available | 0 |
| Deep Learning on a Healthy Data Diet: Finding Important Examples for Fairness | Nov 20, 2022 | counterfactualData Augmentation | CodeCode Available | 0 |
| MACAW: A Causal Generative Model for Medical Imaging | Dec 3, 2024 | Bayesian Inferencecounterfactual | CodeCode Available | 0 |
| Deep Learning for Medical Imaging From Diagnosis Prediction to its Counterfactual Explanation | Sep 7, 2022 | counterfactualCounterfactual Explanation | CodeCode Available | 0 |
| Counterfactual diagnosis | Oct 15, 2019 | BIG-bench Machine Learningcounterfactual | CodeCode Available | 0 |
| Causality-based Counterfactual Explanation for Classification Models | May 3, 2021 | Classificationcounterfactual | CodeCode Available | 0 |
| Deep Kalman Filters | Nov 16, 2015 | counterfactualCounterfactual Inference | CodeCode Available | 0 |
| Machine learning in policy evaluation: new tools for causal inference | Mar 1, 2019 | BIG-bench Machine LearningCausal Inference | CodeCode Available | 0 |
| Provably Robust and Plausible Counterfactual Explanations for Neural Networks via Robust Optimisation | Sep 22, 2023 | counterfactual | CodeCode Available | 0 |
| Can counterfactual explanations of AI systems' predictions skew lay users' causal intuitions about the world? If so, can we correct for that? | May 12, 2022 | counterfactualMisinformation | CodeCode Available | 0 |
| Explainable Reinforcement Learning Through a Causal Lens | May 27, 2019 | counterfactualreinforcement-learning | CodeCode Available | 0 |
| Using Instruction-Tuned Large Language Models to Identify Indicators of Vulnerability in Police Incident Narratives | Dec 16, 2024 | counterfactualGeneral Classification | CodeCode Available | 0 |
| EXPLAIN, EDIT, GENERATE: Rationale-Sensitive Counterfactual Data Augmentation for Multi-hop Fact Verification | Oct 23, 2023 | counterfactualData Augmentation | CodeCode Available | 0 |
| Deep IV: A Flexible Approach for Counterfactual Prediction | Aug 1, 2017 | counterfactualPrediction | CodeCode Available | 0 |
| Punctate White Matter Lesion Segmentation in Preterm Infants Powered by Counterfactually Generative Learning | Sep 7, 2023 | counterfactualCounterfactual Reasoning | CodeCode Available | 0 |
| Deep Counterfactual Networks with Propensity-Dropout | Jun 19, 2017 | Causal Inferencecounterfactual | CodeCode Available | 0 |
| Deep Causal Learning to Explain and Quantify The Geo-Tension's Impact on Natural Gas Market | Jul 15, 2024 | counterfactual | CodeCode Available | 0 |
| An Information Criterion for Controlled Disentanglement of Multimodal Data | Oct 31, 2024 | counterfactualDisentanglement | CodeCode Available | 0 |
| Calculating and Visualizing Counterfactual Feature Importance Values | Jun 10, 2023 | counterfactualCounterfactual Explanation | CodeCode Available | 0 |
| Deep Backtracking Counterfactuals for Causally Compliant Explanations | Oct 11, 2023 | counterfactualPhilosophy | CodeCode Available | 0 |
| Making a (Counterfactual) Difference One Rationale at a Time | Jan 13, 2022 | counterfactualData Augmentation | CodeCode Available | 0 |
| Explaining Deep Learning Models with Constrained Adversarial Examples | Jun 25, 2019 | Classificationcounterfactual | CodeCode Available | 0 |
| Counterfactual Detection meets Transfer Learning | May 27, 2020 | Binary Classificationcounterfactual | CodeCode Available | 0 |
| Explaining Graph Neural Networks with Large Language Models: A Counterfactual Perspective for Molecular Property Prediction | Oct 19, 2024 | counterfactualCounterfactual Explanation | CodeCode Available | 0 |
| Counterfactual Depth from a Single RGB Image | Sep 3, 2019 | counterfactualDecoder | CodeCode Available | 0 |
| Explaining Groups of Points in Low-Dimensional Representations | Mar 3, 2020 | compressed sensingcounterfactual | CodeCode Available | 0 |