| Sample-Efficient Reinforcement Learning via Counterfactual-Based Data Augmentation | Dec 16, 2020 | counterfactualData Augmentation | —Unverified | 0 |
| Hindsight and Sequential Rationality of Correlated Play | Dec 10, 2020 | counterfactualDecision Making | CodeCode Available | 0 |
| Influence-Driven Explanations for Bayesian Network Classifiers | Dec 10, 2020 | counterfactualRelation | —Unverified | 0 |
| Learning from User Interactions with Rankings: A Unification of the Field | Dec 9, 2020 | counterfactualLearning-To-Rank | —Unverified | 0 |
| The Counterfactual NESS Definition of Causation | Dec 9, 2020 | counterfactual | —Unverified | 0 |
| Unifying Online and Counterfactual Learning to Rank | Dec 8, 2020 | counterfactualLearning-To-Rank | CodeCode Available | 1 |
| Generate Your Counterfactuals: Towards Controlled Counterfactual Generation for Text | Dec 8, 2020 | counterfactualData Augmentation | —Unverified | 0 |
| CRAFT: A Benchmark for Causal Reasoning About Forces and inTeractions | Dec 8, 2020 | counterfactualDescriptive | CodeCode Available | 1 |
| Model-free Neural Counterfactual Regret Minimization with Bootstrap Learning | Dec 3, 2020 | counterfactual | —Unverified | 0 |
| Online learning with dynamics: A minimax perspective | Dec 3, 2020 | counterfactual | —Unverified | 0 |
| Optimal Policy Trees | Dec 3, 2020 | Causal Inferencecounterfactual | —Unverified | 0 |
| Detecting Trojaned DNNs Using Counterfactual Attributions | Dec 3, 2020 | counterfactualDiversity | —Unverified | 0 |
| Unmasking Contextual Stereotypes: Measuring and Mitigating BERT’s Gender Bias | Dec 1, 2020 | counterfactualWord Embeddings | CodeCode Available | 1 |
| HIT-SCIR at SemEval-2020 Task 5: Training Pre-trained Language Model with Pseudo-labeling Data for Counterfactuals Detection | Dec 1, 2020 | counterfactualLanguage Modeling | —Unverified | 0 |
| BLCU-NLP at SemEval-2020 Task 5: Data Augmentation for Efficient Counterfactual Detecting | Dec 1, 2020 | Common Sense Reasoningcounterfactual | —Unverified | 0 |
| Ferryman as SemEval-2020 Task 5: Optimized BERT for Detecting Counterfactuals | Dec 1, 2020 | counterfactualCounterfactual Detection | —Unverified | 0 |
| Lee at SemEval-2020 Task 5: ALBERT Model Based on the Maximum Ensemble Strategy and Different Data Sampling Methods for Detecting Counterfactual Statements | Dec 1, 2020 | counterfactual | —Unverified | 0 |
| NLU-Co at SemEval-2020 Task 5: NLU/SVM Based Model Apply Tocharacterise and Extract Counterfactual Items on Raw Data | Dec 1, 2020 | counterfactualNatural Language Understanding | —Unverified | 0 |
| YNU-oxz at SemEval-2020 Task 5: Detecting Counterfactuals Based on Ordered Neurons LSTM and Hierarchical Attention Network | Dec 1, 2020 | counterfactualDimensionality Reduction | —Unverified | 0 |
| BYteam at SemEval-2020 Task 5: Detecting Counterfactual Statements with BERT and Ensembles | Dec 1, 2020 | Classificationcounterfactual | —Unverified | 0 |
| Counterfactual Contrastive Learning for Weakly-Supervised Vision-Language Grounding | Dec 1, 2020 | Contrastive Learningcounterfactual | —Unverified | 0 |
| Counterfactual Prediction for Bundle Treatment | Dec 1, 2020 | counterfactualDecision Making | —Unverified | 0 |
| Reconsidering Generative Objectives For Counterfactual Reasoning | Dec 1, 2020 | Causal Inferencecounterfactual | CodeCode Available | 1 |
| Counterfactual Vision-and-Language Navigation: Unravelling the Unseen | Dec 1, 2020 | counterfactualEmbodied Question Answering | —Unverified | 0 |
| What went wrong and when?\\ Instance-wise feature importance for time-series black-box models | Dec 1, 2020 | counterfactualFeature Importance | —Unverified | 0 |
| Transdisciplinary AI Observatory -- Retrospective Analyses and Future-Oriented Contradistinctions | Nov 26, 2020 | counterfactualDescriptive | —Unverified | 0 |
| Counterfactual Fairness with Disentangled Causal Effect Variational Autoencoder | Nov 24, 2020 | AttributeCausal Inference | —Unverified | 0 |
| Trust but Verify: Assigning Prediction Credibility by Counterfactual Constrained Learning | Nov 24, 2020 | counterfactualGraph Neural Network | —Unverified | 0 |
| Discovering Avoidable Planner Failures of Autonomous Vehicles using Counterfactual Analysis in Behaviorally Diverse Simulation | Nov 24, 2020 | Autonomous Vehiclescounterfactual | —Unverified | 0 |
| Explaining by Removing: A Unified Framework for Model Explanation | Nov 21, 2020 | counterfactualCounterfactual Reasoning | CodeCode Available | 1 |
| Born Identity Network: Multi-way Counterfactual Map Generation to Explain a Classifier's Decision | Nov 20, 2020 | counterfactual | CodeCode Available | 0 |
| Game Plan: What AI can do for Football, and What Football can do for AI | Nov 18, 2020 | BIG-bench Machine Learningcounterfactual | CodeCode Available | 0 |
| Counterfactual Credit Assignment in Model-Free Reinforcement Learning | Nov 18, 2020 | counterfactualmodel | —Unverified | 0 |
| Declarative Approaches to Counterfactual Explanations for Classification | Nov 15, 2020 | Classificationcounterfactual | —Unverified | 0 |
| Shortcomings of Counterfactual Fairness and a Proposed Modification | Nov 14, 2020 | counterfactualFairness | —Unverified | 0 |
| One Explanation is Not Enough: Structured Attention Graphs for Image Classification | Nov 13, 2020 | Classificationcounterfactual | CodeCode Available | 1 |
| Improving Offline Contextual Bandits with Distributional Robustness | Nov 13, 2020 | counterfactualMulti-Armed Bandits | —Unverified | 0 |
| COVID-Town: An Integrated Economic-Epidemiological Agent-Based Model | Nov 12, 2020 | counterfactual | —Unverified | 0 |
| Learning Models for Actionable Recourse | Nov 12, 2020 | counterfactualDecision Making | CodeCode Available | 0 |
| An experiment on the mechanisms of racial bias in ML-based credit scoring in Brazil | Nov 11, 2020 | BIG-bench Machine Learningcounterfactual | —Unverified | 0 |
| GANMEX: One-vs-One Attributions Guided by GAN-based Counterfactual Explanation Baselines | Nov 11, 2020 | counterfactualCounterfactual Explanation | CodeCode Available | 0 |
| Offline Learning of Counterfactual Predictions for Real-World Robotic Reinforcement Learning | Nov 11, 2020 | counterfactualreinforcement-learning | —Unverified | 0 |
| Towards Unifying Feature Attribution and Counterfactual Explanations: Different Means to the Same End | Nov 10, 2020 | Causal Inferencecounterfactual | CodeCode Available | 2 |
| Explaining Deep Graph Networks with Molecular Counterfactuals | Nov 9, 2020 | counterfactualPrediction | CodeCode Available | 1 |
| Causality-aware counterfactual confounding adjustment as an alternative to linear residualization in anticausal prediction tasks based on linear learners | Nov 9, 2020 | counterfactualregression | —Unverified | 0 |
| Adversarial Counterfactual Learning and Evaluation for Recommender System | Nov 8, 2020 | Causal Inferencecounterfactual | CodeCode Available | 1 |
| Do We Exploit all Information for Counterfactual Analysis? Benefits of Factor Models and Idiosyncratic Correction | Nov 8, 2020 | Allcounterfactual | —Unverified | 0 |
| Interventional Domain Adaptation | Nov 7, 2020 | counterfactualDomain Adaptation | —Unverified | 0 |
| Causal Autoregressive Flows | Nov 4, 2020 | Causal DiscoveryCausal Inference | CodeCode Available | 1 |
| Causal Expectation-Maximisation | Nov 4, 2020 | Causal Inferencecounterfactual | CodeCode Available | 0 |