| 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 |
| Learning Divergence Fields for Shift-Robust Graph Representations | Jun 7, 2024 | Causal InferenceOut-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 |
| CutMix: Regularization Strategy to Train Strong Classifiers with Localizable Features | May 13, 2019 | Domain GeneralizationImage Captioning | CodeCode Available | 1 |
| FedSoup: Improving Generalization and Personalization in Federated Learning via Selective Model Interpolation | Jul 20, 2023 | Federated Learningimage-classification | 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 |
| GLUE-X: Evaluating Natural Language Understanding Models from an Out-of-distribution Generalization Perspective | Nov 15, 2022 | Natural Language UnderstandingOut-of-Distribution Generalization | CodeCode Available | 1 |
| Adapting to Distribution Shift by Visual Domain Prompt Generation | May 5, 2024 | Domain GeneralizationMeta-Learning | CodeCode Available | 1 |
| Linear unit-tests for invariance discovery | Feb 22, 2021 | Out-of-Distribution Generalization | CodeCode Available | 1 |
| Looking Inward: Language Models Can Learn About Themselves by Introspection | Oct 17, 2024 | Out-of-Distribution Generalization | CodeCode Available | 1 |
| Entity-Based Knowledge Conflicts in Question Answering | Sep 10, 2021 | HallucinationOut-of-Distribution Generalization | CodeCode Available | 1 |
| BQ-NCO: Bisimulation Quotienting for Efficient Neural Combinatorial Optimization | Jan 9, 2023 | Combinatorial OptimizationOut-of-Distribution Generalization | CodeCode Available | 1 |
| EMGBench: Benchmarking Out-of-Distribution Generalization and Adaptation for Electromyography | Oct 31, 2024 | BenchmarkingElectromyography (EMG) | CodeCode Available | 1 |
| Environment-Aware Dynamic Graph Learning for Out-of-Distribution Generalization | Nov 18, 2023 | Graph LearningOut-of-Distribution Generalization | CodeCode Available | 1 |
| 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 |
| Does Invariant Graph Learning via Environment Augmentation Learn Invariance? | Oct 29, 2023 | Graph LearningGraph Representation Learning | CodeCode Available | 1 |
| A Policy-Guided Imitation Approach for Offline Reinforcement Learning | Oct 15, 2022 | D4RLOffline RL | CodeCode Available | 1 |
| Empirical Study of PEFT techniques for Winter Wheat Segmentation | Oct 3, 2023 | Out-of-Distribution Generalizationparameter-efficient fine-tuning | 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 |
| Exploring the Benefits of Vision Foundation Models for Unsupervised Domain Adaptation | Jun 14, 2024 | Domain AdaptationOut-of-Distribution Generalization | CodeCode Available | 1 |
| CARE: a Benchmark Suite for the Classification and Retrieval of Enzymes | Jun 21, 2024 | ClassificationOut-of-Distribution Generalization | CodeCode Available | 1 |
| Fishr: Invariant Gradient Variances for Out-of-Distribution Generalization | Sep 7, 2021 | Domain GeneralizationOut-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 |
| Generative Data Augmentation for Commonsense Reasoning | Apr 24, 2020 | Common Sense ReasoningCoreference Resolution | CodeCode Available | 1 |
| Generalizable deep learning for photoplethysmography-based blood pressure estimation -- A Benchmarking Study | Feb 26, 2025 | BenchmarkingBlood pressure estimation | CodeCode Available | 1 |
| Graph Invariant Learning with Subgraph Co-mixup for Out-Of-Distribution Generalization | Dec 18, 2023 | Graph Representation LearningOut-of-Distribution Generalization | CodeCode Available | 1 |
| Causal Transportability for Visual Recognition | Apr 26, 2022 | image-classificationImage Classification | CodeCode Available | 1 |
| Dataset Cartography: Mapping and Diagnosing Datasets with Training Dynamics | Sep 22, 2020 | Model OptimizationOut-of-Distribution Generalization | CodeCode Available | 1 |
| DecAug: Out-of-Distribution Generalization via Decomposed Feature Representation and Semantic Augmentation | Dec 17, 2020 | Domain GeneralizationImage Classification | CodeCode Available | 1 |
| Class Is Invariant to Context and Vice Versa: On Learning Invariance for Out-Of-Distribution Generalization | Aug 6, 2022 | Out-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 |
| Collaboration! Towards Robust Neural Methods for Routing Problems | Oct 7, 2024 | Out-of-Distribution Generalization | 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 |
| Diverse Weight Averaging for Out-of-Distribution Generalization | May 19, 2022 | DiversityOut-of-Distribution Generalization | CodeCode Available | 1 |
| 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 |
| Assessing the Generalization Capacity of Pre-trained Language Models through Japanese Adversarial Natural Language Inference | Nov 1, 2021 | Adversarial Natural Language InferenceNatural Language Inference | CodeCode Available | 1 |
| Improving robustness against common corruptions by covariate shift adaptation | Jun 30, 2020 | Domain GeneralizationImage Classification | CodeCode Available | 1 |
| Does CLIP's Generalization Performance Mainly Stem from High Train-Test Similarity? | Oct 14, 2023 | AttributeOut-of-Distribution Generalization | CodeCode Available | 1 |
| Context-Guided Diffusion for Out-of-Distribution Molecular and Protein Design | Jul 16, 2024 | Drug DiscoveryOut-of-Distribution Generalization | CodeCode Available | 1 |
| Domain-Specific Risk Minimization for Out-of-Distribution Generalization | Aug 18, 2022 | Domain AdaptationDomain Generalization | CodeCode Available | 1 |
| Contextual Vision Transformers for Robust Representation Learning | May 30, 2023 | In-Context LearningOut-of-Distribution Generalization | CodeCode Available | 1 |
| Contrastive Retrospection: honing in on critical steps for rapid learning and generalization in RL | Oct 12, 2022 | Contrastive LearningOut-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 |
| Is Neuro-Symbolic AI Meeting its Promise in Natural Language Processing? A Structured Review | Feb 24, 2022 | Out-of-Distribution Generalization | CodeCode Available | 1 |
| Joint Learning of Label and Environment Causal Independence for Graph Out-of-Distribution Generalization | Jun 1, 2023 | Out-of-Distribution Generalization | CodeCode Available | 1 |
| Geometric Deep Learning for Structure-Based Drug Design: A Survey | Jun 20, 2023 | BenchmarkingDeep Learning | CodeCode Available | 1 |
| Environment Inference for Invariant Learning | Oct 14, 2020 | Domain GeneralizationFairness | CodeCode Available | 1 |
