| MACE: An Efficient Model-Agnostic Framework for Counterfactual Explanation | May 31, 2022 | BIG-bench Machine Learningcounterfactual | CodeCode Available | 2 |
| From Representation to Reasoning: Towards both Evidence and Commonsense Reasoning for Video Question-Answering | May 30, 2022 | counterfactualDescriptive | CodeCode Available | 1 |
| Generalization bounds and algorithms for estimating conditional average treatment effect of dosage | May 29, 2022 | counterfactualEpidemiology | —Unverified | 0 |
| Don't Explain Noise: Robust Counterfactuals for Randomized Ensembles | May 27, 2022 | counterfactualvalid | CodeCode Available | 0 |
| CEBaB: Estimating the Causal Effects of Real-World Concepts on NLP Model Behavior | May 27, 2022 | Causal Inferencecounterfactual | CodeCode Available | 1 |
| Counterfactual Fairness with Partially Known Causal Graph | May 27, 2022 | BIG-bench Machine LearningCausal Inference | —Unverified | 0 |
| Counterfactual Analysis in Dynamic Latent State Models | May 27, 2022 | counterfactualEpidemiology | —Unverified | 0 |
| Logical Satisfiability of Counterfactuals for Faithful Explanations in NLI | May 25, 2022 | counterfactual | —Unverified | 0 |
| Counterfactual Data Augmentation improves Factuality of Abstractive Summarization | May 25, 2022 | Abstractive Text Summarizationcounterfactual | —Unverified | 0 |
| Does Your Model Classify Entities Reasonably? Diagnosing and Mitigating Spurious Correlations in Entity Typing | May 25, 2022 | counterfactualData Augmentation | CodeCode Available | 0 |
