| Explaining generalization in deep learning: progress and fundamental limits | Oct 17, 2021 | Deep LearningGeneralization Bounds | —Unverified | 0 | 0 |
| Can SGD Learn Recurrent Neural Networks with Provable Generalization? | Feb 4, 2019 | Generalization BoundsPAC learning | —Unverified | 0 | 0 |
| Explainable Neural Networks with Guarantees: A Sparse Estimation Approach | Jan 2, 2025 | Generalization Bounds | —Unverified | 0 | 0 |
| An Exponential Efron-Stein Inequality for Lq Stable Learning Rules | Mar 12, 2019 | Generalization Bounds | —Unverified | 0 | 0 |
| Evaluated CMI Bounds for Meta Learning: Tightness and Expressiveness | Oct 12, 2022 | Generalization BoundsLearning Theory | —Unverified | 0 | 0 |
| Information-Theoretic Generalization Bounds of Replay-based Continual Learning | Jul 16, 2025 | Continual LearningGeneralization Bounds | —Unverified | 0 | 0 |
| Boosting with the Logistic Loss is Consistent | May 13, 2013 | Generalization Bounds | —Unverified | 0 | 0 |
| Information-theoretic generalization bounds for learning from quantum data | Nov 9, 2023 | Generalization BoundsLearning Theory | —Unverified | 0 | 0 |
| Information-Theoretic Generalization Bounds for Iterative Semi-Supervised Learning | Sep 29, 2021 | Generalization Bounds | —Unverified | 0 | 0 |
| Estimating Lipschitz constants of monotone deep equilibrium models | Jan 1, 2021 | Generalization Bounds | —Unverified | 0 | 0 |
| Boosting the kernelized shapelets: Theory and algorithms for local features | Sep 5, 2017 | Binary ClassificationGeneral Classification | —Unverified | 0 | 0 |
| A New Perspective on Machine Learning: How to do Perfect Supervised Learning | Jan 7, 2019 | BIG-bench Machine LearningGeneralization Bounds | —Unverified | 0 | 0 |
| A Generalization Bound for Online Variational Inference | Apr 8, 2019 | Bayesian InferenceGeneralization Bounds | —Unverified | 0 | 0 |
| Layer-wise Adaptive Graph Convolution Networks Using Generalized Pagerank | Aug 24, 2021 | Generalization BoundsNode Classification | —Unverified | 0 | 0 |
| Information-Theoretic Generalization Bounds for Meta-Learning and Applications | May 9, 2020 | Generalization BoundsInductive Bias | —Unverified | 0 | 0 |
| Information-Theoretic Generalization Bounds for Stochastic Gradient Descent | Feb 1, 2021 | Generalization BoundsStochastic Optimization | —Unverified | 0 | 0 |
| Equivariant score-based generative models provably learn distributions with symmetries efficiently | Oct 2, 2024 | Data AugmentationGeneralization Bounds | —Unverified | 0 | 0 |
| Boosting the Confidence of Near-Tight Generalization Bounds for Uniformly Stable Randomized Algorithms | Sep 29, 2021 | Generalization BoundsOpen-Ended Question Answering | —Unverified | 0 | 0 |
| Information Complexity of Stochastic Convex Optimization: Applications to Generalization and Memorization | Feb 14, 2024 | Generalization BoundsMemorization | —Unverified | 0 | 0 |
| Information-Theoretic Generalization Bounds for Transductive Learning and its Applications | Nov 8, 2023 | Generalization BoundsGraph Learning | —Unverified | 0 | 0 |
| Epistemic Errors of Imperfect Multitask Learners When Distributions Shift | May 29, 2025 | AttributeGeneralization Bounds | —Unverified | 0 | 0 |
| Information-Theoretic Generalization Bounds for Deep Neural Networks | Apr 4, 2024 | Generalization Bounds | —Unverified | 0 | 0 |
| Information Complexity and Generalization Bounds | May 4, 2021 | Generalization Bounds | —Unverified | 0 | 0 |
| Information Theoretic Lower Bounds for Information Theoretic Upper Bounds | Feb 9, 2023 | Generalization Bounds | —Unverified | 0 | 0 |
| Infinite-dimensional reservoir computing | Apr 2, 2023 | Generalization Bounds | —Unverified | 0 | 0 |