| Curriculum in Gradient-Based Meta-Reinforcement Learning | Feb 19, 2020 | BenchmarkingMeta-Learning | —Unverified | 0 |
| Big Transfer (BiT): General Visual Representation Learning | Dec 24, 2019 | Few-Shot LearningFine-Grained Image Classification | CodeCode Available | 2 |
| AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty | Dec 5, 2019 | Domain Generalizationimage-classification | CodeCode Available | 1 |
| Towards Fairness in Visual Recognition: Effective Strategies for Bias Mitigation | Nov 26, 2019 | Activity RecognitionAttribute | CodeCode Available | 0 |
| 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 |
| Increasing Robustness to Spurious Correlations using Forgettable Examples | Nov 10, 2019 | Natural Language InferenceNatural Language Understanding | —Unverified | 0 |
| Negative Sampling in Variational Autoencoders | Oct 7, 2019 | Density EstimationOut-of-Distribution Generalization | —Unverified | 0 |
| Test-Time Training for Out-of-Distribution Generalization | Sep 25, 2019 | image-classificationImage Classification | —Unverified | 0 |
| Invariant Risk Minimization | Jul 5, 2019 | Domain GeneralizationImage Classification | CodeCode Available | 1 |
| Towards Task and Architecture-Independent Generalization Gap Predictors | Jun 4, 2019 | Deep LearningOut-of-Distribution Generalization | CodeCode Available | 0 |
| CutMix: Regularization Strategy to Train Strong Classifiers with Localizable Features | May 13, 2019 | Domain GeneralizationImage Captioning | CodeCode Available | 1 |
| ImageNet-trained CNNs are biased towards texture; increasing shape bias improves accuracy and robustness | Nov 29, 2018 | Domain GeneralizationImage Classification | CodeCode Available | 1 |
| Assessing Generalization in Deep Reinforcement Learning | Oct 29, 2018 | Deep Reinforcement LearningOut-of-Distribution Generalization | CodeCode Available | 0 |
| mixup: Beyond Empirical Risk Minimization | Oct 25, 2017 | Domain GeneralizationImage Classification | CodeCode Available | 1 |
| Improved Regularization of Convolutional Neural Networks with Cutout | Aug 15, 2017 | Data AugmentationDomain Generalization | CodeCode Available | 1 |
| Deep Residual Learning for Image Recognition | Dec 10, 2015 | Classification | CodeCode Available | 4 |
