| Counterfactual Generator: A Weakly-Supervised Method for Named Entity Recognition | Nov 1, 2020 | counterfactualnamed-entity-recognition | CodeCode Available | 1 |
| Causal Inference for Spatial Treatments | Oct 31, 2020 | Causal Inferencecounterfactual | CodeCode Available | 1 |
| Unmasking Contextual Stereotypes: Measuring and Mitigating BERT's Gender Bias | Oct 27, 2020 | counterfactualWord Embeddings | CodeCode Available | 1 |
| CoCo: Controllable Counterfactuals for Evaluating Dialogue State Trackers | Oct 24, 2020 | counterfactualDialogue State Tracking | CodeCode Available | 1 |
| Investigating and Simplifying Masking-based Saliency Methods for Model Interpretability | Oct 19, 2020 | counterfactual | CodeCode Available | 1 |
| On the Fairness of Causal Algorithmic Recourse | Oct 13, 2020 | counterfactualFairness | CodeCode Available | 1 |
| Back to the Future: Unsupervised Backprop-based Decoding for Counterfactual and Abductive Commonsense Reasoning | Oct 12, 2020 | counterfactualCounterfactual Reasoning | CodeCode Available | 1 |
| Counterfactual Variable Control for Robust and Interpretable Question Answering | Oct 12, 2020 | Causal Inferencecounterfactual | CodeCode Available | 1 |
| Social Commonsense Reasoning with Multi-Head Knowledge Attention | Oct 12, 2020 | counterfactualCounterfactual Reasoning | CodeCode Available | 1 |
| Reward Machines: Exploiting Reward Function Structure in Reinforcement Learning | Oct 6, 2020 | counterfactualCounterfactual Reasoning | CodeCode Available | 1 |
| Long-Tailed Classification by Keeping the Good and Removing the Bad Momentum Causal Effect | Sep 28, 2020 | Causal Inferencecounterfactual | CodeCode Available | 1 |
| Instance-based Counterfactual Explanations for Time Series Classification | Sep 28, 2020 | Classificationcounterfactual | CodeCode Available | 1 |
| Clicks can be Cheating: Counterfactual Recommendation for Mitigating Clickbait Issue | Sep 21, 2020 | Click-Through Rate Predictioncounterfactual | CodeCode Available | 1 |
| SSCR: Iterative Language-Based Image Editing via Self-Supervised Counterfactual Reasoning | Sep 21, 2020 | counterfactualCounterfactual Reasoning | CodeCode Available | 1 |
| On Robustness and Bias Analysis of BERT-based Relation Extraction | Sep 14, 2020 | counterfactualRelation | CodeCode Available | 1 |
| MeLIME: Meaningful Local Explanation for Machine Learning Models | Sep 12, 2020 | BIG-bench Machine Learningcounterfactual | CodeCode Available | 1 |
| On Generating Plausible Counterfactual and Semi-Factual Explanations for Deep Learning | Sep 10, 2020 | counterfactualExplainable Artificial Intelligence (XAI) | CodeCode Available | 1 |
| Information Theoretic Counterfactual Learning from Missing-Not-At-Random Feedback | Sep 6, 2020 | counterfactualRecommendation Systems | CodeCode Available | 1 |
| Counterfactual Explanations for Machine Learning on Multivariate Time Series Data | Aug 25, 2020 | BIG-bench Machine Learningcounterfactual | CodeCode Available | 1 |
| What-If Motion Prediction for Autonomous Driving | Aug 24, 2020 | Autonomous DrivingAutonomous Vehicles | CodeCode Available | 1 |
| Counterfactual Evaluation of Slate Recommendations with Sequential Reward Interactions | Jul 25, 2020 | counterfactualNews Recommendation | CodeCode Available | 1 |
| Autoregressive flow-based causal discovery and inference | Jul 18, 2020 | Causal DiscoveryCausal Inference | CodeCode Available | 1 |
| Counterfactual Data Augmentation using Locally Factored Dynamics | Jul 6, 2020 | counterfactualData Augmentation | CodeCode Available | 1 |
| Causal Discovery in Physical Systems from Videos | Jul 1, 2020 | Causal Discoverycounterfactual | CodeCode Available | 1 |
| Enabling Counterfactual Survival Analysis with Balanced Representations | Jun 14, 2020 | counterfactualCounterfactual Inference | CodeCode Available | 1 |
