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| When Invariant Representation Learning Meets Label Shift: Insufficiency and Theoretical Insights | Jun 24, 2024 | Generalization BoundsRepresentation Learning | —Unverified | 0 |
| Optimal deep learning of holomorphic operators between Banach spaces | Jun 20, 2024 | Deep LearningGeneralization Bounds | —Unverified | 0 |
| Generalization bounds for mixing processes via delayed online-to-PAC conversions | Jun 18, 2024 | Generalization BoundsTime Series | —Unverified | 0 |
| A Manifold Perspective on the Statistical Generalization of Graph Neural Networks | Jun 7, 2024 | Generalization BoundsGraph Learning | —Unverified | 0 |
| Pretraining Decision Transformers with Reward Prediction for In-Context Multi-task Structured Bandit Learning | Jun 7, 2024 | Generalization BoundsMulti-Task Learning | —Unverified | 0 |
| Slicing Mutual Information Generalization Bounds for Neural Networks | Jun 6, 2024 | Generalization BoundsModel Compression | CodeCode Available | 0 |
| Enhancing In-Context Learning Performance with just SVD-Based Weight Pruning: A Theoretical Perspective | Jun 6, 2024 | Generalization BoundsIn-Context Learning | CodeCode Available | 0 |
| Unified PAC-Bayesian Study of Pessimism for Offline Policy Learning with Regularized Importance Sampling | Jun 5, 2024 | Generalization Bounds | —Unverified | 0 |
