| Stability and Deviation Optimal Risk Bounds with Convergence Rate O(1/n) | Mar 22, 2021 | Generalization Boundsvalid | —Unverified | 0 |
| Mean-field methods and algorithmic perspectives for high-dimensional machine learning | Mar 10, 2021 | BIG-bench Machine LearningGeneralization Bounds | —Unverified | 0 |
| PAC-Bayes and Information Complexity | Mar 4, 2021 | Generalization Bounds | —Unverified | 0 |
| Generalization Bounds for Sparse Random Feature Expansions | Mar 4, 2021 | BIG-bench Machine LearningCompressive Sensing | CodeCode Available | 0 |
| Self-Regularity of Non-Negative Output Weights for Overparameterized Two-Layer Neural Networks | Mar 2, 2021 | Generalization Bounds | —Unverified | 0 |
| Consistent Sparse Deep Learning: Theory and Computation | Feb 25, 2021 | Deep LearningGeneralization Bounds | CodeCode Available | 0 |
| A Theory of Label Propagation for Subpopulation Shift | Feb 22, 2021 | Domain AdaptationGeneralization Bounds | —Unverified | 0 |
| Generalization bounds for graph convolutional neural networks via Rademacher complexity | Feb 20, 2021 | Generalization Bounds | CodeCode Available | 0 |
| Approximation and Learning with Deep Convolutional Models: a Kernel Perspective | Feb 19, 2021 | Additive modelsGeneralization Bounds | CodeCode Available | 0 |
| A PAC-Bayes Analysis of Adversarial Robustness | Feb 19, 2021 | Adversarial RobustnessGeneralization Bounds | CodeCode Available | 0 |
