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| Sharp Generalization Bounds for Foundation Models with Asymmetric Randomized Low-Rank Adapters | Jun 17, 2025 | Generalization Boundsparameter-efficient fine-tuning | —Unverified | 0 |
| Stability Analysis of Physics-Informed Neural Networks via Variational Coercivity, Perturbation Bounds, and Concentration Estimates | Jun 16, 2025 | Generalization Bounds | —Unverified | 0 |
| Fairness Overfitting in Machine Learning: An Information-Theoretic Perspective | Jun 9, 2025 | FairnessGeneralization Bounds | —Unverified | 0 |
| Neural Drift Estimation for Ergodic Diffusions: Non-parametric Analysis and Numerical Exploration | May 30, 2025 | Generalization Bounds | —Unverified | 0 |
| Epistemic Errors of Imperfect Multitask Learners When Distributions Shift | May 29, 2025 | AttributeGeneralization Bounds | —Unverified | 0 |
| Learning Where to Learn: Training Distribution Selection for Provable OOD Performance | May 27, 2025 | Bilevel OptimizationGeneralization Bounds | CodeCode Available | 0 |
| Operator Learning for Schrödinger Equation: Unitarity, Error Bounds, and Time Generalization | May 23, 2025 | Generalization BoundsOperator learning | CodeCode Available | 0 |
| Fast Rate Bounds for Multi-Task and Meta-Learning with Different Sample Sizes | May 21, 2025 | Generalization BoundsMeta-Learning | —Unverified | 0 |
