| 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 |
| Looking Inward: Language Models Can Learn About Themselves by Introspection | Oct 17, 2024 | Out-of-Distribution Generalization | CodeCode Available | 1 |
| AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty | Dec 5, 2019 | Domain Generalizationimage-classification | CodeCode Available | 1 |
| Dataset Cartography: Mapping and Diagnosing Datasets with Training Dynamics | Sep 22, 2020 | Model OptimizationOut-of-Distribution Generalization | 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 |
| DecAug: Out-of-Distribution Generalization via Decomposed Feature Representation and Semantic Augmentation | Dec 17, 2020 | Domain GeneralizationImage Classification | CodeCode Available | 1 |
| Exploring the Benefits of Vision Foundation Models for Unsupervised Domain Adaptation | Jun 14, 2024 | Domain AdaptationOut-of-Distribution Generalization | CodeCode Available | 1 |
| FM2S: Towards Spatially-Correlated Noise Modeling in Zero-Shot Fluorescence Microscopy Image Denoising | Dec 13, 2024 | Computational EfficiencyData Augmentation | 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 |
| Generative Interventions for Causal Learning | Dec 22, 2020 | Image ClassificationOut-of-Distribution Generalization | CodeCode Available | 1 |
| Improving robustness against common corruptions by covariate shift adaptation | Jun 30, 2020 | Domain GeneralizationImage Classification | CodeCode Available | 1 |
| Deep Stable Learning for Out-Of-Distribution Generalization | Apr 16, 2021 | 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 |
| Goal Misgeneralization in Deep Reinforcement Learning | May 28, 2021 | Deep Reinforcement LearningNavigate | 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 |
| Designing Network Design Spaces | Mar 30, 2020 | Image ClassificationOut-of-Distribution Generalization | CodeCode Available | 1 |
| OoD-Bench: Quantifying and Understanding Two Dimensions of Out-of-Distribution Generalization | Jun 7, 2021 | Domain GeneralizationOut-of-Distribution Generalization | CodeCode Available | 1 |
| Optimizing Relevance Maps of Vision Transformers Improves Robustness | Jun 2, 2022 | Image ClassificationOut-of-Distribution Generalization | CodeCode Available | 1 |
| Adapting to Distribution Shift by Visual Domain Prompt Generation | May 5, 2024 | Domain GeneralizationMeta-Learning | CodeCode Available | 1 |
| Discover and Mitigate Unknown Biases with Debiasing Alternate Networks | Jul 20, 2022 | Action RecognitionFacial Attribute Classification | CodeCode Available | 1 |
| Discovering environments with XRM | Sep 28, 2023 | Domain GeneralizationOut-of-Distribution Generalization | CodeCode Available | 1 |
| Pareto Invariant Risk Minimization: Towards Mitigating the Optimization Dilemma in Out-of-Distribution Generalization | Jun 15, 2022 | Out-of-Distribution Generalization | CodeCode Available | 1 |
| Disentangled Generative Models for Robust Prediction of System Dynamics | Aug 26, 2021 | DisentanglementOut-of-Distribution Generalization | CodeCode Available | 1 |
| PromptStyler: Prompt-driven Style Generation for Source-free Domain Generalization | Jul 27, 2023 | Domain GeneralizationImage Classification | CodeCode Available | 1 |
| Learning Representations that Support Robust Transfer of Predictors | Oct 19, 2021 | Domain GeneralizationOut-of-Distribution Generalization | CodeCode Available | 1 |
