| Counterfactual Explanations in Sequential Decision Making Under Uncertainty | Jul 6, 2021 | counterfactualCounterfactual Explanation | CodeCode Available | 1 |
| Exploring the Efficacy of Automatically Generated Counterfactuals for Sentiment Analysis | Jun 29, 2021 | counterfactualData Augmentation | CodeCode Available | 1 |
| Contrastive Counterfactual Visual Explanations With Overdetermination | Jun 28, 2021 | counterfactual | CodeCode Available | 1 |
| Meaningfully Debugging Model Mistakes using Conceptual Counterfactual Explanations | Jun 24, 2021 | counterfactualmodel | CodeCode Available | 1 |
| Contrastive Mixture of Posteriors for Counterfactual Inference, Data Integration and Fairness | Jun 15, 2021 | counterfactualCounterfactual Inference | CodeCode Available | 1 |
| Optimal Counterfactual Explanations in Tree Ensembles | Jun 11, 2021 | counterfactualCounterfactual Explanation | CodeCode Available | 1 |
| Empowering Language Understanding with Counterfactual Reasoning | Jun 6, 2021 | counterfactualCounterfactual Reasoning | CodeCode Available | 1 |
| Learning from Counterfactual Links for Link Prediction | Jun 3, 2021 | Causal Inferencecounterfactual | CodeCode Available | 1 |
| Towards Robust Classification Model by Counterfactual and Invariant Data Generation | Jun 2, 2021 | Classificationcounterfactual | CodeCode Available | 1 |
| The Out-of-Distribution Problem in Explainability and Search Methods for Feature Importance Explanations | Jun 1, 2021 | counterfactualFeature Importance | CodeCode Available | 1 |
| PanoDR: Spherical Panorama Diminished Reality for Indoor Scenes | Jun 1, 2021 | counterfactual | CodeCode Available | 1 |
| Counterfactual Data Augmentation for Neural Machine Translation | Jun 1, 2021 | counterfactualData Augmentation | CodeCode Available | 1 |
| DISSECT: Disentangled Simultaneous Explanations via Concept Traversals | May 31, 2021 | counterfactualFairness | CodeCode Available | 1 |
| Enhanced Doubly Robust Learning for Debiasing Post-click Conversion Rate Estimation | May 28, 2021 | counterfactualImputation | CodeCode Available | 1 |
| Cooperative Multi-Agent Reinforcement Learning with Sequential Credit Assignment | May 21, 2021 | counterfactualMulti-agent Reinforcement Learning | CodeCode Available | 1 |
| Personalized Counterfactual Fairness in Recommendation | May 20, 2021 | counterfactualDecision Making | CodeCode Available | 1 |
| Evading the Simplicity Bias: Training a Diverse Set of Models Discovers Solutions with Superior OOD Generalization | May 12, 2021 | counterfactualModel Selection | CodeCode Available | 1 |
| Counterfactual Explanations for Neural Recommenders | May 11, 2021 | Collaborative Filteringcounterfactual | CodeCode Available | 1 |
| Optimal Counterfactual Explanations for Scorecard modelling | Apr 17, 2021 | BIG-bench Machine Learningcounterfactual | CodeCode Available | 1 |
| MEG: Generating Molecular Counterfactual Explanations for Deep Graph Networks | Apr 16, 2021 | counterfactualExplainable Artificial Intelligence (XAI) | CodeCode Available | 1 |
| NICE: An Algorithm for Nearest Instance Counterfactual Explanations | Apr 15, 2021 | counterfactual | CodeCode Available | 1 |
| Decomposed Soft Actor-Critic Method for Cooperative Multi-Agent Reinforcement Learning | Apr 14, 2021 | counterfactualDeep Reinforcement Learning | CodeCode Available | 1 |
| I Wish I Would Have Loved This One, But I Didn't -- A Multilingual Dataset for Counterfactual Detection in Product Reviews | Apr 14, 2021 | counterfactualCounterfactual Detection | CodeCode Available | 1 |
| Connecting Attributions and QA Model Behavior on Realistic Counterfactuals | Apr 9, 2021 | counterfactualMachine Reading Comprehension | CodeCode Available | 1 |
| Robust Semantic Interpretability: Revisiting Concept Activation Vectors | Apr 6, 2021 | Benchmarkingcounterfactual | CodeCode Available | 1 |
| Beyond Trivial Counterfactual Explanations with Diverse Valuable Explanations | Mar 18, 2021 | AttributeBIG-bench Machine Learning | CodeCode Available | 1 |
| Generating Interpretable Counterfactual Explanations By Implicit Minimisation of Epistemic and Aleatoric Uncertainties | Mar 16, 2021 | counterfactual | CodeCode Available | 1 |
| RecSim NG: Toward Principled Uncertainty Modeling for Recommender Ecosystems | Mar 14, 2021 | counterfactualProbabilistic Programming | CodeCode Available | 1 |
| A Structural Causal Model for MR Images of Multiple Sclerosis | Mar 4, 2021 | Causal Inferencecounterfactual | CodeCode Available | 1 |
| Counterfactual Zero-Shot and Open-Set Visual Recognition | Mar 1, 2021 | AttributeBinary Classification | CodeCode Available | 1 |
| Towards a Unified Framework for Fair and Stable Graph Representation Learning | Feb 25, 2021 | counterfactualFairness | CodeCode Available | 1 |
| Gifsplanation via Latent Shift: A Simple Autoencoder Approach to Counterfactual Generation for Chest X-rays | Feb 18, 2021 | counterfactualImage Attribution | CodeCode Available | 1 |
| CF-GNNExplainer: Counterfactual Explanations for Graph Neural Networks | Feb 5, 2021 | counterfactualPrediction | CodeCode Available | 1 |
| Nonparametric Estimation of Heterogeneous Treatment Effects: From Theory to Learning Algorithms | Jan 26, 2021 | counterfactualMeta-Learning | CodeCode Available | 1 |
| Counterfactual Generative Networks | Jan 15, 2021 | Classificationcounterfactual | CodeCode Available | 1 |
| Leveraging Structured Biological Knowledge for Counterfactual Inference: a Case Study of Viral Pathogenesis | Jan 13, 2021 | counterfactualCounterfactual Inference | CodeCode Available | 1 |
| Polyjuice: Generating Counterfactuals for Explaining, Evaluating, and Improving Models | Jan 1, 2021 | counterfactualText Generation | CodeCode Available | 1 |
| Explaining NLP Models via Minimal Contrastive Editing (MiCE) | Dec 27, 2020 | counterfactualMultiple-choice | CodeCode Available | 1 |
| GANterfactual - Counterfactual Explanations for Medical Non-Experts using Generative Adversarial Learning | Dec 22, 2020 | counterfactualCounterfactual Explanation | CodeCode Available | 1 |
| Robustness to Spurious Correlations in Text Classification via Automatically Generated Counterfactuals | Dec 18, 2020 | counterfactualGeneral Classification | CodeCode Available | 1 |
| Unifying Online and Counterfactual Learning to Rank | Dec 8, 2020 | counterfactualLearning-To-Rank | CodeCode Available | 1 |
| CRAFT: A Benchmark for Causal Reasoning About Forces and inTeractions | Dec 8, 2020 | counterfactualDescriptive | CodeCode Available | 1 |
| Unmasking Contextual Stereotypes: Measuring and Mitigating BERT’s Gender Bias | Dec 1, 2020 | counterfactualWord Embeddings | CodeCode Available | 1 |
| Reconsidering Generative Objectives For Counterfactual Reasoning | Dec 1, 2020 | Causal Inferencecounterfactual | CodeCode Available | 1 |
| Explaining by Removing: A Unified Framework for Model Explanation | Nov 21, 2020 | counterfactualCounterfactual Reasoning | CodeCode Available | 1 |
| One Explanation is Not Enough: Structured Attention Graphs for Image Classification | Nov 13, 2020 | Classificationcounterfactual | CodeCode Available | 1 |
| Explaining Deep Graph Networks with Molecular Counterfactuals | Nov 9, 2020 | counterfactualPrediction | CodeCode Available | 1 |
| Adversarial Counterfactual Learning and Evaluation for Recommender System | Nov 8, 2020 | Causal Inferencecounterfactual | CodeCode Available | 1 |
| Causal Autoregressive Flows | Nov 4, 2020 | Causal DiscoveryCausal Inference | CodeCode Available | 1 |
| Learning to Contrast the Counterfactual Samples for Robust Visual Question Answering | Nov 1, 2020 | Contrastive Learningcounterfactual | CodeCode Available | 1 |
