| Fine-Grained Analysis of Stability and Generalization for Stochastic Gradient Descent | Jun 15, 2020 | Generalization Bounds | —Unverified | 0 | 0 |
| On the Sample Complexity of Stability Constrained Imitation Learning | Feb 18, 2021 | continuous-controlContinuous Control | —Unverified | 0 | 0 |
| Federated Variational Inference: Towards Improved Personalization and Generalization | May 23, 2023 | Bayesian InferenceFederated Learning | —Unverified | 0 | 0 |
| Advocating for the Silent: Enhancing Federated Generalization for Non-Participating Clients | Oct 11, 2023 | Federated LearningGeneralization Bounds | —Unverified | 0 | 0 |
| Class-wise Generalization Error: an Information-Theoretic Analysis | Jan 5, 2024 | Generalization Bounds | —Unverified | 0 | 0 |
| A Note on High-Probability versus In-Expectation Guarantees of Generalization Bounds in Machine Learning | Oct 6, 2020 | BIG-bench Machine LearningGeneralization Bounds | —Unverified | 0 | 0 |
| f-Domain-Adversarial Learning: Theory and Algorithms for Unsupervised Domain Adaptation with Neural Networks | Jan 1, 2021 | Domain AdaptationGeneralization Bounds | —Unverified | 0 | 0 |
| Classification with Deep Neural Networks and Logistic Loss | Jul 31, 2023 | Binary ClassificationClassification | —Unverified | 0 | 0 |
| Fast Rate Bounds for Multi-Task and Meta-Learning with Different Sample Sizes | May 21, 2025 | Generalization BoundsMeta-Learning | —Unverified | 0 | 0 |
| Characterizing Membership Privacy in Stochastic Gradient Langevin Dynamics | Oct 5, 2019 | Deep LearningGeneralization Bounds | —Unverified | 0 | 0 |
| A note on generalization bounds for losses with finite moments | Mar 25, 2024 | Generalization Bounds | —Unverified | 0 | 0 |
| Generalization Error Bounds of Gradient Descent for Learning Over-parameterized Deep ReLU Networks | Feb 4, 2019 | Generalization Bounds | —Unverified | 0 | 0 |
| Fast Convergence in Learning Two-Layer Neural Networks with Separable Data | May 22, 2023 | Generalization Bounds | —Unverified | 0 | 0 |
| Fantastic Generalization Measures are Nowhere to be Found | Sep 24, 2023 | Generalization Bounds | —Unverified | 0 | 0 |
| Fair Off-Policy Learning from Observational Data | Mar 15, 2023 | Decision MakingFairness | —Unverified | 0 | 0 |
| Fairness Overfitting in Machine Learning: An Information-Theoretic Perspective | Jun 9, 2025 | FairnessGeneralization Bounds | —Unverified | 0 | 0 |
| Chaining Mutual Information and Tightening Generalization Bounds | Jun 11, 2018 | Generalization Bounds | —Unverified | 0 | 0 |
| A Nonlinear Kernel Support Matrix Machine for Matrix Learning | Jul 20, 2017 | Generalization Bounds | —Unverified | 0 | 0 |
| Fairness-aware Federated Learning | Sep 29, 2021 | FairnessFederated Learning | —Unverified | 0 | 0 |
| Failures of model-dependent generalization bounds for least-norm interpolation | Oct 16, 2020 | Generalization BoundsLearning Theory | —Unverified | 0 | 0 |
| Causal Dynamic Variational Autoencoder for Counterfactual Regression in Longitudinal Data | Oct 16, 2023 | counterfactualEpidemiology | —Unverified | 0 | 0 |
| Extrapolation and Spectral Bias of Neural Nets with Hadamard Product: a Polynomial Net Study | Sep 16, 2022 | Generalization BoundsPolynomial Neural Networks | —Unverified | 0 | 0 |
| An Information-Theoretic Framework for Out-of-Distribution Generalization with Applications to Stochastic Gradient Langevin Dynamics | Mar 29, 2024 | Generalization BoundsOut-of-Distribution Generalization | —Unverified | 0 | 0 |
| A Generalization Bound of Deep Neural Networks for Dependent Data | Oct 9, 2023 | EpidemiologyGeneralization Bounds | —Unverified | 0 | 0 |
| Detached Error Feedback for Distributed SGD with Random Sparsification | Apr 11, 2020 | Generalization BoundsImage Classification | —Unverified | 0 | 0 |