| CutMix: Regularization Strategy to Train Strong Classifiers with Localizable Features | May 13, 2019 | Domain GeneralizationImage Captioning | CodeCode Available | 1 | 5 |
| Does Invariant Graph Learning via Environment Augmentation Learn Invariance? | Oct 29, 2023 | Graph LearningGraph Representation Learning | CodeCode Available | 1 | 5 |
| AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty | Dec 5, 2019 | Domain Generalizationimage-classification | CodeCode Available | 1 | 5 |
| Dataset Cartography: Mapping and Diagnosing Datasets with Training Dynamics | Sep 22, 2020 | Model OptimizationOut-of-Distribution Generalization | CodeCode Available | 1 | 5 |
| Aug-NeRF: Training Stronger Neural Radiance Fields with Triple-Level Physically-Grounded Augmentations | Jul 4, 2022 | NeRFNovel View Synthesis | CodeCode Available | 1 | 5 |
| DecAug: Out-of-Distribution Generalization via Decomposed Feature Representation and Semantic Augmentation | Dec 17, 2020 | Domain GeneralizationImage Classification | CodeCode Available | 1 | 5 |
| Neural Unsupervised Domain Adaptation in NLP---A Survey | May 31, 2020 | Domain AdaptationOut-of-Distribution Generalization | CodeCode Available | 1 | 5 |
| Goal Misgeneralization in Deep Reinforcement Learning | May 28, 2021 | Deep Reinforcement LearningNavigate | CodeCode Available | 1 | 5 |
| A Whac-A-Mole Dilemma: Shortcuts Come in Multiples Where Mitigating One Amplifies Others | Dec 9, 2022 | Domain GeneralizationImage Classification | CodeCode Available | 1 | 5 |
| Generative Interventions for Causal Learning | Dec 22, 2020 | Image ClassificationOut-of-Distribution Generalization | CodeCode Available | 1 | 5 |
| LCA-on-the-Line: Benchmarking Out-of-Distribution Generalization with Class Taxonomies | Jul 22, 2024 | BenchmarkingOut-of-Distribution Generalization | CodeCode Available | 1 | 5 |
| Deep Stable Learning for Out-Of-Distribution Generalization | Apr 16, 2021 | Domain GeneralizationOut-of-Distribution Generalization | CodeCode Available | 1 | 5 |
| A Brief Introduction to Causal Inference in Machine Learning | May 14, 2024 | Causal InferenceOut-of-Distribution Generalization | CodeCode Available | 1 | 5 |
| Rejecting Hallucinated State Targets during Planning | Oct 9, 2024 | Decision MakingOut-of-Distribution Generalization | CodeCode Available | 1 | 5 |
| Delving Deep into the Generalization of Vision Transformers under Distribution Shifts | Jun 14, 2021 | Out-of-Distribution GeneralizationSelf-Supervised Learning | CodeCode Available | 1 | 5 |
| Designing Network Design Spaces | Mar 30, 2020 | Image ClassificationOut-of-Distribution Generalization | CodeCode Available | 1 | 5 |
| Improved Regularization of Convolutional Neural Networks with Cutout | Aug 15, 2017 | Data AugmentationDomain Generalization | CodeCode Available | 1 | 5 |
| Out-of-Distribution Generalization via Risk Extrapolation (REx) | Mar 2, 2020 | Domain GeneralizationImage Classification | CodeCode Available | 1 | 5 |
| Adapting to Distribution Shift by Visual Domain Prompt Generation | May 5, 2024 | Domain GeneralizationMeta-Learning | CodeCode Available | 1 | 5 |
| Discover and Mitigate Unknown Biases with Debiasing Alternate Networks | Jul 20, 2022 | Action RecognitionFacial Attribute Classification | CodeCode Available | 1 | 5 |
| Discovering environments with XRM | Sep 28, 2023 | Domain GeneralizationOut-of-Distribution Generalization | CodeCode Available | 1 | 5 |
| Improving out-of-distribution generalization in graphs via hierarchical semantic environments | Mar 4, 2024 | Out-of-Distribution Generalization | CodeCode Available | 1 | 5 |
| Disentangled Generative Models for Robust Prediction of System Dynamics | Aug 26, 2021 | DisentanglementOut-of-Distribution Generalization | CodeCode Available | 1 | 5 |
| In-Context Symbolic Regression: Leveraging Large Language Models for Function Discovery | Apr 29, 2024 | Out-of-Distribution Generalizationregression | CodeCode Available | 1 | 5 |
| Meta-Learning to Compositionally Generalize | Jun 8, 2021 | Meta-LearningOut-of-Distribution Generalization | CodeCode Available | 1 | 5 |
