| Understanding Augmentation-based Self-Supervised Representation Learning via RKHS Approximation and Regression | Jun 1, 2023 | Contrastive LearningData Augmentation | —Unverified | 0 |
| Hypothesis Transfer Learning with Surrogate Classification Losses: Generalization Bounds through Algorithmic Stability | May 31, 2023 | Binary ClassificationClassification | —Unverified | 0 |
| Online-to-PAC Conversions: Generalization Bounds via Regret Analysis | May 31, 2023 | Generalization Bounds | —Unverified | 0 |
| Generalization Bounds for Magnitude-Based Pruning via Sparse Matrix Sketching | May 30, 2023 | Generalization Bounds | —Unverified | 0 |
| How Does Information Bottleneck Help Deep Learning? | May 30, 2023 | Deep LearningGeneralization Bounds | CodeCode Available | 1 |
| Learning Capacity: A Measure of the Effective Dimensionality of a Model | May 27, 2023 | Generalization Bounds | —Unverified | 0 |
| Federated Variational Inference: Towards Improved Personalization and Generalization | May 23, 2023 | Bayesian InferenceFederated Learning | —Unverified | 0 |
| Fast Convergence in Learning Two-Layer Neural Networks with Separable Data | May 22, 2023 | Generalization Bounds | —Unverified | 0 |
| Uniform-in-Time Wasserstein Stability Bounds for (Noisy) Stochastic Gradient Descent | May 20, 2023 | Generalization BoundsLearning Theory | —Unverified | 0 |
| A unified framework for information-theoretic generalization bounds | May 18, 2023 | Generalization BoundsLEMMA | —Unverified | 0 |
