| Generalization Bounds for Heavy-Tailed SDEs through the Fractional Fokker-Planck Equation | Feb 12, 2024 | Generalization BoundsStochastic Optimization | CodeCode Available | 0 |
| Generalizing across Temporal Domains with Koopman Operators | Feb 12, 2024 | Domain GeneralizationGeneralization Bounds | —Unverified | 0 |
| Tighter Learning Guarantees on Digital Computers via Concentration of Measure on Finite Spaces | Feb 8, 2024 | Generalization Bounds | CodeCode Available | 0 |
| PAC-Bayesian Adversarially Robust Generalization Bounds for Graph Neural Network | Feb 6, 2024 | Generalization BoundsGraph Neural Network | CodeCode Available | 0 |
| More Flexible PAC-Bayesian Meta-Learning by Learning Learning Algorithms | Feb 6, 2024 | Generalization BoundsMeta-Learning | CodeCode Available | 0 |
| Minimum Description Length and Generalization Guarantees for Representation Learning | Feb 5, 2024 | Generalization BoundsRepresentation Learning | CodeCode Available | 0 |
| Towards Understanding the Word Sensitivity of Attention Layers: A Study via Random Features | Feb 5, 2024 | Generalization BoundsSensitivity | CodeCode Available | 0 |
| Personalized Federated Learning of Probabilistic Models: A PAC-Bayesian Approach | Jan 16, 2024 | Federated LearningGeneralization Bounds | —Unverified | 0 |
| Theoretical and Empirical Advances in Forest Pruning | Jan 10, 2024 | Generalization Boundsregression | —Unverified | 0 |
| Data-Dependent Stability Analysis of Adversarial Training | Jan 6, 2024 | Data PoisoningGeneralization Bounds | —Unverified | 0 |