| 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 |
