| 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 |
| On the Informativeness of Supervision Signals | Nov 2, 2022 | Contrastive LearningFew-Shot Learning | —Unverified | 0 |
| 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 |
| Learning Latent Structural Causal Models | Oct 24, 2022 | Bayesian InferenceImage Generation | —Unverified | 0 |
| Functional Indirection Neural Estimator for Better Out-of-distribution Generalization | Oct 23, 2022 | Out-of-Distribution Generalization | —Unverified | 0 |
| Causal Structural Hypothesis Testing and Data Generation Models | Oct 20, 2022 | Out-of-Distribution Generalization | CodeCode Available | 0 |
| ZooD: Exploiting Model Zoo for Out-of-Distribution Generalization | Oct 17, 2022 | feature selectionOut-of-Distribution Generalization | —Unverified | 0 |
| A Policy-Guided Imitation Approach for Offline Reinforcement Learning | Oct 15, 2022 | D4RLOffline RL | CodeCode Available | 1 |
| Improving Out-of-Distribution Generalization by Adversarial Training with Structured Priors | Oct 13, 2022 | Out-of-Distribution Generalization | CodeCode Available | 0 |
| 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 |
| VER: Scaling On-Policy RL Leads to the Emergence of Navigation in Embodied Rearrangement | Oct 11, 2022 | GPUNavigate | —Unverified | 0 |
| SimSCOOD: Systematic Analysis of Out-of-Distribution Generalization in Fine-tuned Source Code Models | Oct 10, 2022 | Code GenerationOut-of-Distribution Generalization | CodeCode Available | 0 |
| Residual Neural Networks for the Prediction of Planetary Collision Outcomes | Oct 9, 2022 | Out-of-Distribution Generalization | CodeCode Available | 0 |
| Are All Vision Models Created Equal? A Study of the Open-Loop to Closed-Loop Causality Gap | Oct 9, 2022 | AllAutonomous Driving | —Unverified | 0 |
| Using Interventions to Improve Out-of-Distribution Generalization of Text-Matching Recommendation Systems | Oct 7, 2022 | Language ModellingOut-of-Distribution Generalization | —Unverified | 0 |
| Achieving and Understanding Out-of-Distribution Generalization in Systematic Reasoning in Small-Scale Transformers | Oct 7, 2022 | Out-of-Distribution GeneralizationSystematic Generalization | —Unverified | 0 |
| Threat Scenarios and Best Practices to Detect Neural Fake News | Oct 1, 2022 | Out-of-Distribution GeneralizationText Detection | CodeCode Available | 1 |
| EiHi Net: Out-of-Distribution Generalization Paradigm | Sep 29, 2022 | Out-of-Distribution Generalization | —Unverified | 0 |
| Bag of Tricks for Out-of-Distribution Generalization | Aug 23, 2022 | Domain GeneralizationOut-of-Distribution Generalization | —Unverified | 0 |
| Meta-Causal Feature Learning for Out-of-Distribution Generalization | Aug 22, 2022 | Causal InferenceOut-of-Distribution Generalization | —Unverified | 0 |
| Artifact-Based Domain Generalization of Skin Lesion Models | Aug 20, 2022 | Domain GeneralizationOut-of-Distribution Generalization | CodeCode Available | 0 |
| Domain-Specific Risk Minimization for Out-of-Distribution Generalization | Aug 18, 2022 | Domain AdaptationDomain Generalization | CodeCode Available | 1 |
| Counterfactual Supervision-based Information Bottleneck for Out-of-Distribution Generalization | Aug 16, 2022 | counterfactualCounterfactual Inference | CodeCode Available | 0 |