| Real-Fake: Effective Training Data Synthesis Through Distribution Matching | Oct 16, 2023 | image-classificationImage Classification | CodeCode Available | 1 |
| Towards Unified and Effective Domain Generalization | Oct 16, 2023 | Domain GeneralizationOut-of-Distribution Generalization | 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 |
| Towards Evaluating Generalist Agents: An Automated Benchmark in Open World | Oct 12, 2023 | BenchmarkingDiversity | CodeCode Available | 1 |
| xVal: A Continuous Numerical Tokenization for Scientific Language Models | Oct 4, 2023 | Computational EfficiencyInductive Bias | CodeCode Available | 1 |
| On the Stability of Expressive Positional Encodings for Graphs | Oct 4, 2023 | Molecular Property PredictionOut-of-Distribution Generalization | 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 |
| SeisT: A foundational deep learning model for earthquake monitoring tasks | Oct 2, 2023 | Deep LearningOut-of-Distribution Generalization | CodeCode Available | 1 |
| Discovering environments with XRM | Sep 28, 2023 | Domain GeneralizationOut-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 |
| FedSoup: Improving Generalization and Personalization in Federated Learning via Selective Model Interpolation | Jul 20, 2023 | Federated Learningimage-classification | CodeCode Available | 1 |
| RL-ViGen: A Reinforcement Learning Benchmark for Visual Generalization | Jul 15, 2023 | Out-of-Distribution Generalizationreinforcement-learning | CodeCode Available | 1 |
| Distilling Large Vision-Language Model with Out-of-Distribution Generalizability | Jul 6, 2023 | Few-Shot Image ClassificationImage Classification | CodeCode Available | 1 |
| Uncovering the Limits of Machine Learning for Automatic Vulnerability Detection | Jun 28, 2023 | BenchmarkingData Augmentation | CodeCode Available | 1 |
| Individual and Structural Graph Information Bottlenecks for Out-of-Distribution Generalization | Jun 28, 2023 | Graph LearningOut-of-Distribution Generalization | CodeCode Available | 1 |
| Geometric Deep Learning for Structure-Based Drug Design: A Survey | Jun 20, 2023 | BenchmarkingDeep Learning | 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 |
| S^2ME: Spatial-Spectral Mutual Teaching and Ensemble Learning for Scribble-supervised Polyp Segmentation | Jun 1, 2023 | Ensemble LearningImage Segmentation | CodeCode Available | 1 |
| Contextual Vision Transformers for Robust Representation Learning | May 30, 2023 | In-Context LearningOut-of-Distribution Generalization | CodeCode Available | 1 |
| Understanding and Improving Feature Learning for Out-of-Distribution Generalization | Apr 22, 2023 | Out-of-Distribution Generalization | CodeCode Available | 1 |
| Text Classification in the Wild: a Large-scale Long-tailed Name Normalization Dataset | Feb 19, 2023 | Long-tail Learningopen-set classification | CodeCode Available | 1 |
| PerAda: Parameter-Efficient Federated Learning Personalization with Generalization Guarantees | Feb 13, 2023 | Federated LearningGeneralization Bounds | CodeCode Available | 1 |
| Generalization on the Unseen, Logic Reasoning and Degree Curriculum | Jan 30, 2023 | Out-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 |
| A Whac-A-Mole Dilemma: Shortcuts Come in Multiples Where Mitigating One Amplifies Others | Dec 9, 2022 | Domain GeneralizationImage 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 |
| Unleashing the Power of Graph Data Augmentation on Covariate Distribution Shift | Nov 5, 2022 | Data AugmentationGraph Classification | CodeCode Available | 1 |
| Towards Better Out-of-Distribution Generalization of Neural Algorithmic Reasoning Tasks | Nov 1, 2022 | Data AugmentationGraph Neural Network | CodeCode Available | 1 |
| Broken Neural Scaling Laws | Oct 26, 2022 | Adversarial RobustnessContinual Learning | CodeCode Available | 1 |
| A Policy-Guided Imitation Approach for Offline Reinforcement Learning | Oct 15, 2022 | D4RLOffline RL | 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 |
| Threat Scenarios and Best Practices to Detect Neural Fake News | Oct 1, 2022 | Out-of-Distribution GeneralizationText Detection | CodeCode Available | 1 |
| Domain-Specific Risk Minimization for Out-of-Distribution Generalization | Aug 18, 2022 | Domain AdaptationDomain Generalization | 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 |
| Discover and Mitigate Unknown Biases with Debiasing Alternate Networks | Jul 20, 2022 | Action RecognitionFacial Attribute 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 |
| Pareto Invariant Risk Minimization: Towards Mitigating the Optimization Dilemma in Out-of-Distribution Generalization | Jun 15, 2022 | Out-of-Distribution Generalization | CodeCode Available | 1 |
| Transformers are Meta-Reinforcement Learners | Jun 14, 2022 | continuous-controlContinuous Control | CodeCode Available | 1 |
| Is a Modular Architecture Enough? | Jun 6, 2022 | Out-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 |
| Diverse Weight Averaging for Out-of-Distribution Generalization | May 19, 2022 | DiversityOut-of-Distribution Generalization | CodeCode Available | 1 |
| Knowledge Graph Question Answering Datasets and Their Generalizability: Are They Enough for Future Research? | May 13, 2022 | Graph Question AnsweringKnowledge Graphs | CodeCode Available | 1 |
| Causal Transportability for Visual Recognition | Apr 26, 2022 | image-classificationImage Classification | CodeCode Available | 1 |
| Last Layer Re-Training is Sufficient for Robustness to Spurious Correlations | Apr 6, 2022 | GPUOut-of-Distribution Generalization | CodeCode Available | 1 |
| WOODS: Benchmarks for Out-of-Distribution Generalization in Time Series | Mar 18, 2022 | Out-of-Distribution GeneralizationTime Series | CodeCode Available | 1 |
| Multi-Instance Causal Representation Learning for Instance Label Prediction and Out-of-Distribution Generalization | Feb 25, 2022 | Multiple Instance LearningOut-of-Distribution Generalization | 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 |
| Out-Of-Distribution Generalization on Graphs: A Survey | Feb 16, 2022 | Out-of-Distribution GeneralizationSurvey | 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 |
| Uncertainty Modeling for Out-of-Distribution Generalization | Feb 8, 2022 | image-classificationImage Classification | CodeCode Available | 1 |
