| Generalization Bounds for Noisy Iterative Algorithms Using Properties of Additive Noise Channels | Feb 5, 2021 | Federated LearningGeneralization Bounds | —Unverified | 0 |
| Information-Theoretic Generalization Bounds for Stochastic Gradient Descent | Feb 1, 2021 | Generalization BoundsStochastic Optimization | —Unverified | 0 |
| Robustness to Augmentations as a Generalization metric | Jan 16, 2021 | Generalization Bounds | CodeCode Available | 0 |
| Heating up decision boundaries: isocapacitory saturation, adversarial scenarios and generalization bounds | Jan 15, 2021 | Adversarial AttackAdversarial Defense | —Unverified | 0 |
| Sharper Generalization Bounds for Learning with Gradient-dominated Objective Functions | Jan 1, 2021 | Generalization BoundsStochastic Optimization | —Unverified | 0 |
| Effective Distributed Learning with Random Features: Improved Bounds and Algorithms | Jan 1, 2021 | Generalization Bounds | —Unverified | 0 |
| Beyond GNNs: A Sample Efficient Architecture for Graph Problems | Jan 1, 2021 | Generalization Bounds | —Unverified | 0 |
| f-Domain-Adversarial Learning: Theory and Algorithms for Unsupervised Domain Adaptation with Neural Networks | Jan 1, 2021 | Domain AdaptationGeneralization Bounds | —Unverified | 0 |
| Lipschitz-Bounded Equilibrium Networks | Jan 1, 2021 | Generalization Boundsimage-classification | —Unverified | 0 |
| Learning Better Structured Representations Using Low-rank Adaptive Label Smoothing | Jan 1, 2021 | Generalization BoundsMachine Translation | —Unverified | 0 |