| Few-Shot Causal Representation Learning for Out-of-Distribution Generalization on Heterogeneous Graphs | Jan 7, 2024 | Few-Shot LearningGraph Neural Network | —Unverified | 0 |
| Regularized Parameter Uncertainty for Improving Generalization in Reinforcement Learning | Jan 1, 2024 | Out-of-Distribution Generalizationreinforcement-learning | —Unverified | 0 |
| Out of the Ordinary: Spectrally Adapting Regression for Covariate Shift | Dec 29, 2023 | Out-of-Distribution Generalizationregression | —Unverified | 0 |
| Mixture Data for Training Cannot Ensure Out-of-distribution Generalization | Dec 25, 2023 | Data AugmentationOut-of-Distribution Generalization | —Unverified | 0 |
| Learning to Reweight for Graph Neural Network | Dec 19, 2023 | Graph Neural NetworkOut-of-Distribution Generalization | —Unverified | 0 |
| RetroOOD: Understanding Out-of-Distribution Generalization in Retrosynthesis Prediction | Dec 18, 2023 | Out-of-Distribution GeneralizationPrediction | —Unverified | 0 |
| Holistic chemical evaluation reveals pitfalls in reaction prediction models | Dec 14, 2023 | Out-of-Distribution GeneralizationPrediction | CodeCode Available | 0 |
| Wild-Tab: A Benchmark For Out-Of-Distribution Generalization In Tabular Regression | Dec 4, 2023 | Out-of-Distribution Generalizationregression | —Unverified | 0 |
| Class Distribution Shifts in Zero-Shot Learning: Learning Robust Representations | Nov 30, 2023 | AttributeOut-of-Distribution Generalization | CodeCode Available | 0 |
| LanGWM: Language Grounded World Model | Nov 29, 2023 | Deep Reinforcement Learningmodel | —Unverified | 0 |
| Towards out-of-distribution generalization in large-scale astronomical surveys: robust networks learn similar representations | Nov 29, 2023 | Inductive BiasOut-of-Distribution Generalization | —Unverified | 0 |
| ArGue: Attribute-Guided Prompt Tuning for Vision-Language Models | Nov 27, 2023 | AttributeOut-of-Distribution Generalization | —Unverified | 0 |
| In-context Learning Generalizes, But Not Always Robustly: The Case of Syntax | Nov 13, 2023 | In-Context LearningOut-of-Distribution Generalization | CodeCode Available | 0 |
| Generalization in medical AI: a perspective on developing scalable models | Nov 9, 2023 | DiversityOut-of-Distribution Generalization | —Unverified | 0 |
| What Makes Pre-Trained Visual Representations Successful for Robust Manipulation? | Nov 3, 2023 | Out-of-Distribution GeneralizationTransfer Learning | —Unverified | 0 |
| OC-NMN: Object-centric Compositional Neural Module Network for Generative Visual Analogical Reasoning | Oct 28, 2023 | Data AugmentationOut-of-Distribution Generalization | —Unverified | 0 |
| Towards Combinatorial Generalization for Catalysts: A Kohn-Sham Charge-Density Approach | Oct 28, 2023 | Out-of-Distribution Generalization | —Unverified | 0 |
| Winning Prize Comes from Losing Tickets: Improve Invariant Learning by Exploring Variant Parameters for Out-of-Distribution Generalization | Oct 25, 2023 | Out-of-Distribution Generalization | —Unverified | 0 |
| Removing Spurious Concepts from Neural Network Representations via Joint Subspace Estimation | Oct 18, 2023 | Out-of-Distribution Generalization | —Unverified | 0 |
| From Identifiable Causal Representations to Controllable Counterfactual Generation: A Survey on Causal Generative Modeling | Oct 17, 2023 | counterfactualDensity Estimation | —Unverified | 0 |
| Deep Neural Networks Can Learn Generalizable Same-Different Visual Relations | Oct 14, 2023 | Object RecognitionOut-of-Distribution Generalization | —Unverified | 0 |
| Federated Meta-Learning for Few-Shot Fault Diagnosis with Representation Encoding | Oct 13, 2023 | DiagnosticFault Diagnosis | —Unverified | 0 |
| Trustworthy Machine Learning | Oct 12, 2023 | Out-of-Distribution GeneralizationUncertainty Quantification | —Unverified | 0 |
| Fairness under Covariate Shift: Improving Fairness-Accuracy tradeoff with few Unlabeled Test Samples | Oct 11, 2023 | FairnessOut-of-Distribution Generalization | CodeCode Available | 0 |
| Unlock the Potential of Counterfactually-Augmented Data in Out-Of-Distribution Generalization | Oct 10, 2023 | AttributeNatural Language Inference | —Unverified | 0 |