| AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty | Dec 5, 2019 | Domain Generalizationimage-classification | CodeCode Available | 1 |
| Aug-NeRF: Training Stronger Neural Radiance Fields with Triple-Level Physically-Grounded Augmentations | Jul 4, 2022 | NeRFNovel View Synthesis | CodeCode Available | 1 |
| Generative Interventions for Causal Learning | Dec 22, 2020 | Image ClassificationOut-of-Distribution Generalization | CodeCode Available | 1 |
| A Whac-A-Mole Dilemma: Shortcuts Come in Multiples Where Mitigating One Amplifies Others | Dec 9, 2022 | Domain GeneralizationImage Classification | CodeCode Available | 1 |
| Domain-Adjusted Regression or: ERM May Already Learn Features Sufficient for Out-of-Distribution Generalization | Feb 14, 2022 | Domain GeneralizationOut-of-Distribution Generalization | CodeCode Available | 1 |
| A Brief Introduction to Causal Inference in Machine Learning | May 14, 2024 | Causal InferenceOut-of-Distribution Generalization | CodeCode Available | 1 |
| An Empirical Study of Training Self-Supervised Vision Transformers | Apr 5, 2021 | Out-of-Distribution GeneralizationSelf-Supervised Image Classification | CodeCode Available | 1 |
| H-ARC: A Robust Estimate of Human Performance on the Abstraction and Reasoning Corpus Benchmark | Sep 2, 2024 | ARCOut-of-Distribution Generalization | CodeCode Available | 1 |
| Adapting to Distribution Shift by Visual Domain Prompt Generation | May 5, 2024 | Domain GeneralizationMeta-Learning | CodeCode Available | 1 |
| Rejecting Hallucinated State Targets during Planning | Oct 9, 2024 | Decision MakingOut-of-Distribution Generalization | CodeCode Available | 1 |
| Improved Regularization of Convolutional Neural Networks with Cutout | Aug 15, 2017 | Data AugmentationDomain Generalization | CodeCode Available | 1 |
| Improving out-of-distribution generalization in graphs via hierarchical semantic environments | Mar 4, 2024 | Out-of-Distribution Generalization | CodeCode Available | 1 |
| Designing Network Design Spaces | Mar 30, 2020 | Image ClassificationOut-of-Distribution Generalization | CodeCode Available | 1 |
| A Policy-Guided Imitation Approach for Offline Reinforcement Learning | Oct 15, 2022 | D4RLOffline RL | CodeCode Available | 1 |
| BQ-NCO: Bisimulation Quotienting for Efficient Neural Combinatorial Optimization | Jan 9, 2023 | Combinatorial OptimizationOut-of-Distribution Generalization | CodeCode Available | 1 |
| Deep Stable Learning for Out-Of-Distribution Generalization | Apr 16, 2021 | Domain GeneralizationOut-of-Distribution Generalization | CodeCode Available | 1 |
| Discover and Mitigate Unknown Biases with Debiasing Alternate Networks | Jul 20, 2022 | Action RecognitionFacial Attribute Classification | CodeCode Available | 1 |
| Dataset Cartography: Mapping and Diagnosing Datasets with Training Dynamics | Sep 22, 2020 | Model OptimizationOut-of-Distribution Generalization | CodeCode Available | 1 |
| Delving Deep into the Generalization of Vision Transformers under Distribution Shifts | Jun 14, 2021 | Out-of-Distribution GeneralizationSelf-Supervised Learning | CodeCode Available | 1 |
| Reviving the Context: Camera Trap Species Classification as Link Prediction on Multimodal Knowledge Graphs | Dec 31, 2023 | Image ClassificationKnowledge Graphs | CodeCode Available | 1 |
| Broken Neural Scaling Laws | Oct 26, 2022 | Adversarial RobustnessContinual Learning | CodeCode Available | 1 |
| Unleashing the Power of Graph Data Augmentation on Covariate Distribution Shift | Nov 5, 2022 | Data AugmentationGraph Classification | CodeCode Available | 1 |
| Distilling Large Vision-Language Model with Out-of-Distribution Generalizability | Jul 6, 2023 | Few-Shot Image ClassificationImage Classification | CodeCode Available | 1 |
| CARE: a Benchmark Suite for the Classification and Retrieval of Enzymes | Jun 21, 2024 | ClassificationOut-of-Distribution Generalization | CodeCode Available | 1 |
| CutMix: Regularization Strategy to Train Strong Classifiers with Localizable Features | May 13, 2019 | Domain GeneralizationImage Captioning | CodeCode Available | 1 |
