| What Makes Pre-Trained Visual Representations Successful for Robust Manipulation? | Nov 3, 2023 | Out-of-Distribution GeneralizationTransfer Learning | —Unverified | 0 |
| Active Instruction Tuning: Improving Cross-Task Generalization by Training on Prompt Sensitive Tasks | Nov 1, 2023 | InformativenessOut-of-Distribution Generalization | CodeCode Available | 1 |
| Does Invariant Graph Learning via Environment Augmentation Learn Invariance? | Oct 29, 2023 | Graph LearningGraph Representation Learning | CodeCode Available | 1 |
| Towards Combinatorial Generalization for Catalysts: A Kohn-Sham Charge-Density Approach | Oct 28, 2023 | Out-of-Distribution Generalization | —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 |
| 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 |
| Towards Unified and Effective Domain Generalization | Oct 16, 2023 | Domain GeneralizationOut-of-Distribution Generalization | CodeCode Available | 1 |
| Real-Fake: Effective Training Data Synthesis Through Distribution Matching | Oct 16, 2023 | image-classificationImage Classification | CodeCode Available | 1 |
| Deep Neural Networks Can Learn Generalizable Same-Different Visual Relations | Oct 14, 2023 | Object RecognitionOut-of-Distribution Generalization | —Unverified | 0 |
| Does CLIP's Generalization Performance Mainly Stem from High Train-Test Similarity? | Oct 14, 2023 | AttributeOut-of-Distribution Generalization | CodeCode Available | 1 |
| Federated Meta-Learning for Few-Shot Fault Diagnosis with Representation Encoding | Oct 13, 2023 | DiagnosticFault Diagnosis | —Unverified | 0 |
| Towards Evaluating Generalist Agents: An Automated Benchmark in Open World | Oct 12, 2023 | BenchmarkingDiversity | CodeCode Available | 1 |
| 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 |
| Deep Concept Removal | Oct 9, 2023 | AttributeOut-of-Distribution Generalization | —Unverified | 0 |
| Offline Imitation Learning with Variational Counterfactual Reasoning | Oct 7, 2023 | counterfactualCounterfactual Inference | CodeCode Available | 0 |
| Robust Novelty Detection through Style-Conscious Feature Ranking | Oct 5, 2023 | Domain GeneralizationNovelty Detection | CodeCode Available | 0 |
| On the Stability of Expressive Positional Encodings for Graphs | Oct 4, 2023 | Molecular Property PredictionOut-of-Distribution Generalization | CodeCode Available | 1 |
| xVal: A Continuous Numerical Tokenization for Scientific Language Models | Oct 4, 2023 | Computational EfficiencyInductive Bias | CodeCode Available | 1 |
| Empirical Study of PEFT techniques for Winter Wheat Segmentation | Oct 3, 2023 | Out-of-Distribution Generalizationparameter-efficient fine-tuning | CodeCode Available | 1 |
| SeisT: A foundational deep learning model for earthquake monitoring tasks | Oct 2, 2023 | Deep LearningOut-of-Distribution Generalization | CodeCode Available | 1 |
| Spurious Feature Diversification Improves Out-of-distribution Generalization | Sep 29, 2023 | Out-of-Distribution Generalization | —Unverified | 0 |
