| Causality-based Dual-Contrastive Learning Framework for Domain Generalization | Jan 22, 2023 | Contrastive LearningDiversity | —Unverified | 0 |
| 1st Place Solution for ECCV 2022 OOD-CV Challenge Object Detection Track | Jan 12, 2023 | Domain AdaptationDomain Generalization | CodeCode Available | 0 |
| 1st Place Solution for ECCV 2022 OOD-CV Challenge Image Classification Track | Jan 12, 2023 | Data AugmentationDomain Adaptation | CodeCode Available | 0 |
| Model Ratatouille: Recycling Diverse Models for Out-of-Distribution Generalization | Dec 20, 2022 | DiversityDomain Generalization | —Unverified | 0 |
| Exploring Optimal Substructure for Out-of-distribution Generalization via Feature-targeted Model Pruning | Dec 19, 2022 | Out-of-Distribution Generalization | —Unverified | 0 |
| On the Connection between Invariant Learning and Adversarial Training for Out-of-Distribution Generalization | Dec 18, 2022 | DiversityOut-of-Distribution Generalization | —Unverified | 0 |
| Robust Graph Representation Learning via Predictive Coding | Dec 9, 2022 | Graph Neural NetworkGraph Representation Learning | —Unverified | 0 |
| Penalizing Confident Predictions on Largely Perturbed Inputs Does Not Improve Out-of-Distribution Generalization in Question Answering | Nov 29, 2022 | Out-of-Distribution GeneralizationQuestion Answering | —Unverified | 0 |
| Malign Overfitting: Interpolation Can Provably Preclude Invariance | Nov 28, 2022 | FairnessOut-of-Distribution Generalization | —Unverified | 0 |
| Exploiting Personalized Invariance for Better Out-of-distribution Generalization in Federated Learning | Nov 21, 2022 | Federated LearningOut-of-Distribution Generalization | —Unverified | 0 |
| Empirical Study on Optimizer Selection for Out-of-Distribution Generalization | Nov 15, 2022 | Out-of-Distribution Generalizationtext-classification | CodeCode Available | 0 |
| On the Informativeness of Supervision Signals | Nov 2, 2022 | Contrastive LearningFew-Shot Learning | —Unverified | 0 |
| 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 |
| Improving Out-of-Distribution Generalization by Adversarial Training with Structured Priors | Oct 13, 2022 | Out-of-Distribution Generalization | CodeCode Available | 0 |
| 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 |
| Are All Vision Models Created Equal? A Study of the Open-Loop to Closed-Loop Causality Gap | Oct 9, 2022 | AllAutonomous Driving | —Unverified | 0 |
| Residual Neural Networks for the Prediction of Planetary Collision Outcomes | Oct 9, 2022 | Out-of-Distribution Generalization | CodeCode Available | 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 |
| Using Interventions to Improve Out-of-Distribution Generalization of Text-Matching Recommendation Systems | Oct 7, 2022 | Language ModellingOut-of-Distribution Generalization | —Unverified | 0 |
| 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 |
