| Robust Reinforcement Learning using Adversarial Populations | Aug 4, 2020 | Out-of-Distribution Generalizationreinforcement-learning | CodeCode Available | 1 |
| Learning from Failure: Training Debiased Classifier from Biased Classifier | Jul 6, 2020 | Action RecognitionFacial Attribute Classification | CodeCode Available | 1 |
| Improving robustness against common corruptions by covariate shift adaptation | Jun 30, 2020 | Domain GeneralizationImage Classification | CodeCode Available | 1 |
| The Many Faces of Robustness: A Critical Analysis of Out-of-Distribution Generalization | Jun 29, 2020 | Data AugmentationDomain Generalization | CodeCode Available | 1 |
| Neural Unsupervised Domain Adaptation in NLP---A Survey | May 31, 2020 | Domain AdaptationOut-of-Distribution Generalization | CodeCode Available | 1 |
| Generative Data Augmentation for Commonsense Reasoning | Apr 24, 2020 | Common Sense ReasoningCoreference Resolution | CodeCode Available | 1 |
| Designing Network Design Spaces | Mar 30, 2020 | Image ClassificationOut-of-Distribution Generalization | CodeCode Available | 1 |
| Out-of-Distribution Generalization via Risk Extrapolation (REx) | Mar 2, 2020 | Domain GeneralizationImage Classification | CodeCode Available | 1 |
| AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty | Dec 5, 2019 | Domain Generalizationimage-classification | CodeCode Available | 1 |
| Distributionally Robust Neural Networks for Group Shifts: On the Importance of Regularization for Worst-Case Generalization | Nov 20, 2019 | Domain GeneralizationNatural Language Inference | CodeCode Available | 1 |