| Time-independent Generalization Bounds for SGLD in Non-convex Settings | Nov 25, 2021 | Generalization Bounds | —Unverified | 0 |
| Simple Stochastic and Online Gradient DescentAlgorithms for Pairwise Learning | Nov 23, 2021 | Generalization BoundsMetric Learning | CodeCode Available | 0 |
| Learning Provably Robust Motion Planners Using Funnel Libraries | Nov 16, 2021 | Generalization Bounds | —Unverified | 0 |
| Understanding the Generalization Benefit of Model Invariance from a Data Perspective | Nov 10, 2021 | Generalization Bounds | CodeCode Available | 0 |
| Towards a Unified Information-Theoretic Framework for Generalization | Nov 9, 2021 | Generalization Bounds | —Unverified | 0 |
| Learning on Random Balls is Sufficient for Estimating (Some) Graph Parameters | Nov 5, 2021 | ClassificationGeneralization Bounds | —Unverified | 0 |
| Improving Generalization Bounds for VC Classes Using the Hypergeometric Tail Inversion | Oct 29, 2021 | Generalization Bounds | CodeCode Available | 0 |
| PAC-Bayesian Learning of Aggregated Binary Activated Neural Networks with Probabilities over Representations | Oct 28, 2021 | Generalization Bounds | —Unverified | 0 |
| Does the Data Induce Capacity Control in Deep Learning? | Oct 27, 2021 | Deep LearningGeneralization Bounds | CodeCode Available | 0 |
| Optimizing Information-theoretical Generalization Bounds via Anisotropic Noise in SGLD | Oct 26, 2021 | Generalization Bounds | —Unverified | 0 |
