| A General Framework for the Practical Disintegration of PAC-Bayesian Bounds | Feb 17, 2021 | Generalization Bounds | CodeCode Available | 0 | 5 |
| Generalization Bounds For Meta-Learning: An Information-Theoretic Analysis | Sep 29, 2021 | Few-Shot LearningGeneralization Bounds | CodeCode Available | 0 | 5 |
| Enhancing In-Context Learning Performance with just SVD-Based Weight Pruning: A Theoretical Perspective | Jun 6, 2024 | Generalization BoundsIn-Context Learning | CodeCode Available | 0 | 5 |
| Implicit Bias of Gradient Descent for Wide Two-layer Neural Networks Trained with the Logistic Loss | Feb 11, 2020 | Generalization Bounds | CodeCode Available | 0 | 5 |
| Linear predictor on linearly-generated data with missing values: non consistency and solutions | Feb 3, 2020 | Generalization BoundsMissing Values | CodeCode Available | 0 | 5 |
| Learning Expressive Priors for Generalization and Uncertainty Estimation in Neural Networks | Jul 15, 2023 | Continual LearningGeneralization Bounds | CodeCode Available | 0 | 5 |
| Learning Stochastic Majority Votes by Minimizing a PAC-Bayes Generalization Bound | Jun 23, 2021 | Generalization Bounds | CodeCode Available | 0 | 5 |
| Escaping the Curse of Dimensionality in Similarity Learning: Efficient Frank-Wolfe Algorithm and Generalization Bounds | Jul 20, 2018 | Generalization BoundsMetric Learning | CodeCode Available | 0 | 5 |
| RATT: Leveraging Unlabeled Data to Guarantee Generalization | May 1, 2021 | Generalization BoundsHoldout Set | CodeCode Available | 0 | 5 |
| Deep Networks as Logical Circuits: Generalization and Interpretation | Mar 25, 2020 | Generalization Bounds | —Unverified | 0 | 0 |
| Deep multi-Wasserstein unsupervised domain adaptation | Apr 30, 2019 | Domain AdaptationGeneralization Bounds | —Unverified | 0 | 0 |
| A Theory of Label Propagation for Subpopulation Shift | Feb 22, 2021 | Domain AdaptationGeneralization Bounds | —Unverified | 0 | 0 |
| Generalization Error Bounds for Noisy, Iterative Algorithms via Maximal Leakage | Feb 28, 2023 | Generalization Bounds | —Unverified | 0 | 0 |
| (Almost) No Label No Cry | Dec 1, 2014 | Generalization BoundsPrivacy Preserving | —Unverified | 0 | 0 |
| Deep Distributed Optimization for Large-Scale Quadratic Programming | Dec 11, 2024 | Distributed OptimizationGeneralization Bounds | —Unverified | 0 | 0 |
| Decoupling Gating from Linearity | Jun 12, 2019 | Generalization BoundsMemorization | —Unverified | 0 | 0 |
| On Generalization of Decentralized Learning with Separable Data | Sep 15, 2022 | Generalization Bounds | —Unverified | 0 | 0 |
| A study of the classification of low-dimensional data with supervised manifold learning | Jul 21, 2015 | Dimensionality ReductionGeneral Classification | —Unverified | 0 | 0 |
| A Limitation of the PAC-Bayes Framework | Jun 24, 2020 | Generalization Bounds | —Unverified | 0 | 0 |
| Adversarial Networks and Autoencoders: The Primal-Dual Relationship and Generalization Bounds | Feb 3, 2019 | Generalization Bounds | —Unverified | 0 | 0 |
| Generalization Bound and Learning Methods for Data-Driven Projections in Linear Programming | Sep 1, 2023 | Generalization Bounds | —Unverified | 0 | 0 |
| Data-Driven Neural Certificate Synthesis | Feb 8, 2025 | Generalization BoundsPAC learning | —Unverified | 0 | 0 |
| Architecture independent generalization bounds for overparametrized deep ReLU networks | Apr 8, 2025 | Generalization Bounds | —Unverified | 0 | 0 |
| Data-Dependent Stability of Stochastic Gradient Descent | Mar 5, 2017 | Generalization Bounds | —Unverified | 0 | 0 |
| Data-Dependent Stability Analysis of Adversarial Training | Jan 6, 2024 | Data PoisoningGeneralization Bounds | —Unverified | 0 | 0 |