| Regularized Gradient Boosting | Dec 1, 2019 | Generalization Bounds | —Unverified | 0 |
| A Primal-Dual link between GANs and Autoencoders | Dec 1, 2019 | Generalization Bounds | —Unverified | 0 |
| Simplified and Unified Analysis of Various Learning Problems by Reduction to Multiple-Instance Learning | Nov 14, 2019 | Generalization BoundsMulti-Label Learning | CodeCode Available | 0 |
| Coarse-Refinement Dilemma: On Generalization Bounds for Data Clustering | Nov 13, 2019 | BIG-bench Machine LearningClustering | —Unverified | 0 |
| Information-Theoretic Generalization Bounds for SGLD via Data-Dependent Estimates | Nov 6, 2019 | Generalization Bounds | CodeCode Available | 0 |
| Learning-Based Low-Rank Approximations | Oct 30, 2019 | Generalization Bounds | —Unverified | 0 |
| On Generalization Bounds of a Family of Recurrent Neural Networks | Oct 28, 2019 | Generalization BoundsPAC learning | —Unverified | 0 |
| Diametrical Risk Minimization: Theory and Computations | Oct 24, 2019 | Generalization Bounds | CodeCode Available | 0 |
| Global Capacity Measures for Deep ReLU Networks via Path Sampling | Oct 22, 2019 | Generalization BoundsMulti-class Classification | —Unverified | 0 |
| Sharper bounds for uniformly stable algorithms | Oct 17, 2019 | Generalization BoundsLearning Theory | —Unverified | 0 |
| Improved Generalization Bounds of Group Invariant / Equivariant Deep Networks via Quotient Feature Spaces | Oct 15, 2019 | Generalization Bounds | —Unverified | 0 |
| Generalization Bounds for Neural Networks via Approximate Description Length | Oct 13, 2019 | Generalization Bounds | —Unverified | 0 |
| Improved Sample Complexities for Deep Networks and Robust Classification via an All-Layer Margin | Oct 9, 2019 | AllGeneral Classification | CodeCode Available | 0 |
| Algorithm-Dependent Generalization Bounds for Overparameterized Deep Residual Networks | Oct 7, 2019 | Generalization Bounds | —Unverified | 0 |
| Characterizing Membership Privacy in Stochastic Gradient Langevin Dynamics | Oct 5, 2019 | Deep LearningGeneralization Bounds | —Unverified | 0 |
| A Rademacher Complexity Based Method fo rControlling Power and Confidence Level in Adaptive Statistical Analysis | Oct 4, 2019 | BIG-bench Machine LearningGeneralization Bounds | —Unverified | 0 |
| Generalization Bounds for Convolutional Neural Networks | Oct 3, 2019 | Generalization Boundsimage-classification | —Unverified | 0 |
| Partial differential equation regularization for supervised machine learning | Oct 3, 2019 | BIG-bench Machine LearningClassification | —Unverified | 0 |
| Margin-Based Generalization Lower Bounds for Boosted Classifiers | Sep 27, 2019 | Generalization Bounds | —Unverified | 0 |
| Wide Neural Networks are Interpolating Kernel Methods: Impact of Initialization on Generalization | Sep 25, 2019 | Generalization Bounds | —Unverified | 0 |
| A Mechanism of Implicit Regularization in Deep Learning | Sep 25, 2019 | Deep LearningGeneralization Bounds | —Unverified | 0 |
| Knowledge Graph Embedding: A Probabilistic Perspective and Generalization Bounds | Sep 25, 2019 | Generalization BoundsGraph Embedding | —Unverified | 0 |
| A Uniform Generalization Error Bound for Generative Adversarial Networks | Sep 25, 2019 | Generalization Bounds | —Unverified | 0 |
| PAC-Bayesian Neural Network Bounds | Sep 25, 2019 | Generalization Bounds | —Unverified | 0 |
| GraphMix: Improved Training of GNNs for Semi-Supervised Learning | Sep 25, 2019 | Generalization BoundsGraph Attention | CodeCode Available | 0 |
