| 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 |
| Pro-tuning: Unified Prompt Tuning for Vision Tasks | Jul 28, 2022 | Adversarial Robustnessimage-classification | —Unverified | 0 |
| Exploring the Design of Adaptation Protocols for Improved Generalization and Machine Learning Safety | Jul 26, 2022 | Anomaly DetectionBIG-bench Machine Learning | —Unverified | 0 |
| Discover and Mitigate Unknown Biases with Debiasing Alternate Networks | Jul 20, 2022 | Action RecognitionFacial Attribute Classification | CodeCode Available | 1 |
| Assaying Out-Of-Distribution Generalization in Transfer Learning | Jul 19, 2022 | Adversarial RobustnessOut-of-Distribution Generalization | CodeCode Available | 0 |
| Exploring Length Generalization in Large Language Models | Jul 11, 2022 | Automated Theorem ProvingIn-Context Learning | —Unverified | 0 |
| A simple normalization technique using window statistics to improve the out-of-distribution generalization on medical images | Jul 7, 2022 | Breast Cancer DetectionOut-of-Distribution Generalization | CodeCode Available | 0 |
| Aug-NeRF: Training Stronger Neural Radiance Fields with Triple-Level Physically-Grounded Augmentations | Jul 4, 2022 | NeRFNovel View Synthesis | CodeCode Available | 1 |
| Towards out of distribution generalization for problems in mechanics | Jun 29, 2022 | Out-of-Distribution Generalizationregression | CodeCode Available | 0 |
| When Does Group Invariant Learning Survive Spurious Correlations? | Jun 29, 2022 | Out-of-Distribution Generalization | CodeCode Available | 0 |
| Test-time image-to-image translation ensembling improves out-of-distribution generalization in histopathology | Jun 20, 2022 | ArticlesData Augmentation | —Unverified | 0 |
| Finding Diverse and Predictable Subgraphs for Graph Domain Generalization | Jun 19, 2022 | Domain GeneralizationGraph Neural Network | —Unverified | 0 |
| The Importance of Background Information for Out of Distribution Generalization | Jun 17, 2022 | Domain Generalizationimage-classification | —Unverified | 0 |
| Pareto Invariant Risk Minimization: Towards Mitigating the Optimization Dilemma in Out-of-Distribution Generalization | Jun 15, 2022 | Out-of-Distribution Generalization | CodeCode Available | 1 |
| Modeling the Data-Generating Process is Necessary for Out-of-Distribution Generalization | Jun 15, 2022 | AttributeDomain Generalization | —Unverified | 0 |
| Astock: A New Dataset and Automated Stock Trading based on Stock-specific News Analyzing Model | Jun 14, 2022 | Decision MakingNews Classification | CodeCode Available | 2 |
| Transformers are Meta-Reinforcement Learners | Jun 14, 2022 | continuous-controlContinuous Control | CodeCode Available | 1 |
| On the Generalization and Adaption Performance of Causal Models | Jun 9, 2022 | Causal DiscoveryOut-of-Distribution Generalization | —Unverified | 0 |
| On Neural Architecture Inductive Biases for Relational Tasks | Jun 9, 2022 | Inductive BiasOut-of-Distribution Generalization | CodeCode Available | 0 |
| Explaining the physics of transfer learning a data-driven subgrid-scale closure to a different turbulent flow | Jun 7, 2022 | Out-of-Distribution GeneralizationTransfer Learning | CodeCode Available | 0 |
| Is a Modular Architecture Enough? | Jun 6, 2022 | Out-of-Distribution Generalization | CodeCode Available | 1 |
| (Im)possibility of Collective Intelligence | Jun 5, 2022 | BIG-bench Machine LearningDiversity | —Unverified | 0 |
| Optimizing Relevance Maps of Vision Transformers Improves Robustness | Jun 2, 2022 | Image ClassificationOut-of-Distribution Generalization | CodeCode Available | 1 |
| Model Generation with Provable Coverability for Offline Reinforcement Learning | Jun 1, 2022 | Offline RLOut-of-Distribution Generalization | —Unverified | 0 |
| Learning Invariant Visual Representations for Compositional Zero-Shot Learning | Jun 1, 2022 | AttributeCompositional Zero-Shot Learning | CodeCode Available | 0 |
