| Empirical Risk Landscape Analysis for Understanding Deep Neural Networks | Jan 1, 2018 | Generalization Bounds | —Unverified | 0 |
| Entropy-SGD optimizes the prior of a PAC-Bayes bound: Generalization properties of Entropy-SGD and data-dependent priors | Dec 26, 2017 | Generalization Boundsvalid | —Unverified | 0 |
| How Well Can Generative Adversarial Networks Learn Densities: A Nonparametric View | Dec 21, 2017 | Generalization Bounds | —Unverified | 0 |
| Estimating the Success of Unsupervised Image to Image Translation | Dec 21, 2017 | Generalization BoundsImage-to-Image Translation | CodeCode Available | 0 |
| On the Discrimination-Generalization Tradeoff in GANs | Nov 7, 2017 | Generalization Bounds | —Unverified | 0 |
| Sparsity, variance and curvature in multi-armed bandits | Nov 3, 2017 | Generalization BoundsLearning Theory | —Unverified | 0 |
| SGD Learns Over-parameterized Networks that Provably Generalize on Linearly Separable Data | Oct 27, 2017 | Generalization Bounds | —Unverified | 0 |
| Regularization via Mass Transportation | Oct 27, 2017 | Generalization Bounds | CodeCode Available | 0 |
| Stability and Generalization of Learning Algorithms that Converge to Global Optima | Oct 23, 2017 | Generalization Bounds | —Unverified | 0 |
| A PAC-Bayesian Analysis of Randomized Learning with Application to Stochastic Gradient Descent | Sep 19, 2017 | Generalization Bounds | CodeCode Available | 0 |