| CutMix: Regularization Strategy to Train Strong Classifiers with Localizable Features | May 13, 2019 | Domain GeneralizationImage Captioning | CodeCode Available | 1 | 5 |
| Improving robustness against common corruptions by covariate shift adaptation | Jun 30, 2020 | Domain GeneralizationImage Classification | 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 |
| Invariance Principle Meets Information Bottleneck for Out-of-Distribution Generalization | Jun 11, 2021 | Out-of-Distribution Generalizationregression | CodeCode Available | 1 | 5 |
| Invariant Risk Minimization | Jul 5, 2019 | Domain GeneralizationImage Classification | CodeCode Available | 1 | 5 |
| Does CLIP's Generalization Performance Mainly Stem from High Train-Test Similarity? | Oct 14, 2023 | AttributeOut-of-Distribution Generalization | CodeCode Available | 1 | 5 |
| Environment Inference for Invariant Learning | Oct 14, 2020 | Domain GeneralizationFairness | CodeCode Available | 1 | 5 |
| Entity-Based Knowledge Conflicts in Question Answering | Sep 10, 2021 | HallucinationOut-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 |
| Is a Modular Architecture Enough? | Jun 6, 2022 | Out-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 |
| LiNeS: Post-training Layer Scaling Prevents Forgetting and Enhances Model Merging | Oct 22, 2024 | Out-of-Distribution Generalization | CodeCode Available | 1 | 5 |
| Just Train Twice: Improving Group Robustness without Training Group Information | Jul 19, 2021 | image-classificationImage Classification | CodeCode Available | 1 | 5 |
| Diverse Weight Averaging for Out-of-Distribution Generalization | May 19, 2022 | DiversityOut-of-Distribution Generalization | 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 |
| Learning Divergence Fields for Shift-Robust Graph Representations | Jun 7, 2024 | Causal InferenceOut-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 |
| Learning Representations that Support Robust Transfer of Predictors | Oct 19, 2021 | Domain GeneralizationOut-of-Distribution Generalization | CodeCode Available | 1 | 5 |
| Distilling Large Vision-Language Model with Out-of-Distribution Generalizability | Jul 6, 2023 | Few-Shot Image ClassificationImage Classification | CodeCode Available | 1 | 5 |
| Learning to grok: Emergence of in-context learning and skill composition in modular arithmetic tasks | Jun 4, 2024 | In-Context LearningOut-of-Distribution Generalization | CodeCode Available | 1 | 5 |
| 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 | 5 |
| Linear unit-tests for invariance discovery | Feb 22, 2021 | Out-of-Distribution Generalization | CodeCode Available | 1 | 5 |
| Looking Inward: Language Models Can Learn About Themselves by Introspection | Oct 17, 2024 | Out-of-Distribution Generalization | CodeCode Available | 1 | 5 |
| Environment-Aware Dynamic Graph Learning for Out-of-Distribution Generalization | Nov 18, 2023 | Graph LearningOut-of-Distribution Generalization | CodeCode Available | 1 | 5 |
| Masked Autoencoders Are Scalable Vision Learners | Nov 11, 2021 | DecoderDomain Generalization | CodeCode Available | 1 | 5 |
| Does Invariant Graph Learning via Environment Augmentation Learn Invariance? | Oct 29, 2023 | Graph LearningGraph Representation Learning | CodeCode Available | 1 | 5 |
| Dog-IQA: Standard-guided Zero-shot MLLM for Mix-grained Image Quality Assessment | Oct 3, 2024 | Image Quality AssessmentOut-of-Distribution Generalization | CodeCode Available | 1 | 5 |
| 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 | 5 |
| BQ-NCO: Bisimulation Quotienting for Efficient Neural Combinatorial Optimization | Jan 9, 2023 | Combinatorial OptimizationOut-of-Distribution Generalization | CodeCode Available | 1 | 5 |
| Feature Contamination: Neural Networks Learn Uncorrelated Features and Fail to Generalize | Jun 5, 2024 | Out-of-Distribution Generalization | CodeCode Available | 1 | 5 |
| Domain-Specific Risk Minimization for Out-of-Distribution Generalization | Aug 18, 2022 | Domain AdaptationDomain Generalization | CodeCode Available | 1 | 5 |
| A Policy-Guided Imitation Approach for Offline Reinforcement Learning | Oct 15, 2022 | D4RLOffline RL | CodeCode Available | 1 | 5 |
| Fishr: Invariant Gradient Variances for Out-of-Distribution Generalization | Sep 7, 2021 | Domain GeneralizationOut-of-Distribution Generalization | CodeCode Available | 1 | 5 |
| FM2S: Towards Spatially-Correlated Noise Modeling in Zero-Shot Fluorescence Microscopy Image Denoising | Dec 13, 2024 | Computational EfficiencyData Augmentation | CodeCode Available | 1 | 5 |
| Reviving the Context: Camera Trap Species Classification as Link Prediction on Multimodal Knowledge Graphs | Dec 31, 2023 | Image ClassificationKnowledge Graphs | CodeCode Available | 1 | 5 |
| From Local Details to Global Context: Advancing Vision-Language Models with Attention-Based Selection | May 19, 2025 | feature selectionOut-of-Distribution Generalization | CodeCode Available | 1 | 5 |
| EMGBench: Benchmarking Out-of-Distribution Generalization and Adaptation for Electromyography | Oct 31, 2024 | BenchmarkingElectromyography (EMG) | CodeCode Available | 1 | 5 |
| Empirical Study of PEFT techniques for Winter Wheat Segmentation | Oct 3, 2023 | Out-of-Distribution Generalizationparameter-efficient fine-tuning | CodeCode Available | 1 | 5 |
| Unleashing the Power of Graph Data Augmentation on Covariate Distribution Shift | Nov 5, 2022 | Data AugmentationGraph Classification | CodeCode Available | 1 | 5 |
| Generative Interventions for Causal Learning | Dec 22, 2020 | Image ClassificationOut-of-Distribution Generalization | CodeCode Available | 1 | 5 |
| Gradient Starvation: A Learning Proclivity in Neural Networks | Nov 18, 2020 | Out-of-Distribution Generalization | CodeCode Available | 1 | 5 |
| Optimizing Relevance Maps of Vision Transformers Improves Robustness | Jun 2, 2022 | Image ClassificationOut-of-Distribution Generalization | CodeCode Available | 1 | 5 |
| CARE: a Benchmark Suite for the Classification and Retrieval of Enzymes | Jun 21, 2024 | ClassificationOut-of-Distribution Generalization | CodeCode Available | 1 | 5 |
| Symbolic Brittleness in Sequence Models: on Systematic Generalization in Symbolic Mathematics | Sep 28, 2021 | Out-of-Distribution GeneralizationSystematic Generalization | CodeCode Available | 1 | 5 |
