| 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 |