| Multiaccurate Proxies for Downstream Fairness | Jul 9, 2021 | FairnessGeneralization Bounds | —Unverified | 0 |
| Learning an Explicit Hyperparameter Prediction Function Conditioned on Tasks | Jul 6, 2021 | BIG-bench Machine LearningDomain Generalization | CodeCode Available | 0 |
| Learning Stochastic Majority Votes by Minimizing a PAC-Bayes Generalization Bound | Jun 23, 2021 | Generalization Bounds | CodeCode Available | 0 |
| Generalization Bounds with Minimal Dependency on Hypothesis Class via Distributionally Robust Optimization | Jun 21, 2021 | BIG-bench Machine LearningGeneralization Bounds | —Unverified | 0 |
| Uniform Convergence of Interpolators: Gaussian Width, Norm Bounds, and Benign Overfitting | Jun 17, 2021 | Generalization Boundsregression | —Unverified | 0 |
| PAC-Bayes, MAC-Bayes and Conditional Mutual Information: Fast rate bounds that handle general VC classes | Jun 17, 2021 | Generalization Bounds | —Unverified | 0 |
| Compression Implies Generalization | Jun 15, 2021 | BIG-bench Machine LearningGeneralization Bounds | —Unverified | 0 |
| Towards Understanding Generalization via Decomposing Excess Risk Dynamics | Jun 11, 2021 | Generalization Bounds | —Unverified | 0 |
| Neural Optimization Kernel: Towards Robust Deep Learning | Jun 11, 2021 | Deep LearningGeneralization Bounds | —Unverified | 0 |
| Learning the optimal Tikhonov regularizer for inverse problems | Jun 11, 2021 | DeblurringDenoising | CodeCode Available | 0 |