| X-GGM: Graph Generative Modeling for Out-of-Distribution Generalization in Visual Question Answering | Jul 24, 2021 | AttributeOut-of-Distribution Generalization | CodeCode Available | 0 |
| Just Train Twice: Improving Group Robustness without Training Group Information | Jul 19, 2021 | image-classificationImage Classification | CodeCode Available | 1 |
| Generalization of graph network inferences in higher-order graphical models | Jul 12, 2021 | Graph Neural NetworkOut-of-Distribution Generalization | —Unverified | 0 |
| MixStyle Neural Networks for Domain Generalization and Adaptation | Jul 5, 2021 | Data AugmentationDomain Adaptation | —Unverified | 0 |
| Out-of-distribution Generalization in the Presence of Nuisance-Induced Spurious Correlations | Jun 29, 2021 | Out-of-Distribution GeneralizationX-ray Classification | CodeCode Available | 0 |
| Adversarial Invariant Learning | Jun 19, 2021 | Domain AdaptationDomain Generalization | CodeCode Available | 0 |
| Delving Deep into the Generalization of Vision Transformers under Distribution Shifts | Jun 14, 2021 | Out-of-Distribution GeneralizationSelf-Supervised Learning | CodeCode Available | 1 |
| Representation Learning for Out-of-distribution Generalization in Reinforcement Learning | Jun 13, 2021 | Out-of-Distribution Generalizationreinforcement-learning | —Unverified | 0 |
| Robust Representation Learning via Perceptual Similarity Metrics | Jun 11, 2021 | Out-of-Distribution GeneralizationRepresentation Learning | —Unverified | 0 |
| Invariance Principle Meets Information Bottleneck for Out-of-Distribution Generalization | Jun 11, 2021 | Out-of-Distribution Generalizationregression | CodeCode Available | 1 |
| Towards a Theoretical Framework of Out-of-Distribution Generalization | Jun 8, 2021 | Domain GeneralizationModel Selection | —Unverified | 0 |
| Meta-Learning to Compositionally Generalize | Jun 8, 2021 | Meta-LearningOut-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 |
| Quantifying and Improving Transferability in Domain Generalization | Jun 7, 2021 | Domain GeneralizationOut-of-Distribution Generalization | CodeCode Available | 1 |
| Can Subnetwork Structure be the Key to Out-of-Distribution Generalization? | Jun 5, 2021 | Out-of-Distribution Generalization | —Unverified | 0 |
| Out-of-Distribution Generalization in Kernel Regression | Jun 4, 2021 | BIG-bench Machine LearningOut-of-Distribution Generalization | CodeCode Available | 0 |
| A Consciousness-Inspired Planning Agent for Model-Based Reinforcement Learning | Jun 3, 2021 | Deep Reinforcement LearningModel-based Reinforcement Learning | CodeCode Available | 1 |
| Towards Robust Classification Model by Counterfactual and Invariant Data Generation | Jun 2, 2021 | Classificationcounterfactual | CodeCode Available | 1 |
| Goal Misgeneralization in Deep Reinforcement Learning | May 28, 2021 | Deep Reinforcement LearningNavigate | CodeCode Available | 1 |
| Robust Object Detection via Instance-Level Temporal Cycle Confusion | Apr 16, 2021 | Objectobject-detection | CodeCode Available | 1 |
| Deep Stable Learning for Out-Of-Distribution Generalization | Apr 16, 2021 | Domain GeneralizationOut-of-Distribution Generalization | CodeCode Available | 1 |
| Paired Examples as Indirect Supervision in Latent Decision Models | Apr 5, 2021 | Out-of-Distribution GeneralizationQuestion Answering | —Unverified | 0 |
| An Empirical Study of Training Self-Supervised Vision Transformers | Apr 5, 2021 | Out-of-Distribution GeneralizationSelf-Supervised Image Classification | CodeCode Available | 1 |
| Tasting the cake: evaluating self-supervised generalization on out-of-distribution multimodal MRI data | Mar 29, 2021 | Out-of-Distribution GeneralizationSelf-Supervised Learning | CodeCode Available | 0 |
| S4RL: Surprisingly Simple Self-Supervision for Offline Reinforcement Learning | Mar 10, 2021 | Autonomous DrivingD4RL | —Unverified | 0 |
