| Fast Rate Bounds for Multi-Task and Meta-Learning with Different Sample Sizes | May 21, 2025 | Generalization BoundsMeta-Learning | —Unverified | 0 |
| f-Domain-Adversarial Learning: Theory and Algorithms for Unsupervised Domain Adaptation with Neural Networks | Jan 1, 2021 | Domain AdaptationGeneralization Bounds | —Unverified | 0 |
| Classification with Deep Neural Networks and Logistic Loss | Jul 31, 2023 | Binary ClassificationClassification | —Unverified | 0 |
| Advocating for the Silent: Enhancing Federated Generalization for Non-Participating Clients | Oct 11, 2023 | Federated LearningGeneralization Bounds | —Unverified | 0 |
| Federated Variational Inference: Towards Improved Personalization and Generalization | May 23, 2023 | Bayesian InferenceFederated Learning | —Unverified | 0 |
| Fine-Grained Analysis of Stability and Generalization for Stochastic Gradient Descent | Jun 15, 2020 | Generalization Bounds | —Unverified | 0 |
| Fine-Grained Dynamic Framework for Bias-Variance Joint Optimization on Data Missing Not at Random | May 24, 2024 | Generalization BoundsMissing Values | —Unverified | 0 |
| Fine-grained Generalization Analysis of Vector-valued Learning | Apr 29, 2021 | Extreme Multi-Label ClassificationGeneral Classification | —Unverified | 0 |
| Fine-grained Generalization Analysis of Structured Output Prediction | May 31, 2021 | Generalization BoundsPrediction | —Unverified | 0 |
| A Mechanism of Implicit Regularization in Deep Learning | Sep 25, 2019 | Deep LearningGeneralization Bounds | —Unverified | 0 |
| Formal limitations of sample-wise information-theoretic generalization bounds | May 13, 2022 | Generalization Bounds | —Unverified | 0 |
| Foundations of Coupled Nonlinear Dimensionality Reduction | Sep 29, 2015 | Dimensionality ReductionGeneralization Bounds | —Unverified | 0 |
| Fractal Structure and Generalization Properties of Stochastic Optimization Algorithms | Jun 9, 2021 | Generalization BoundsLearning Theory | —Unverified | 0 |
| From Mutual Information to Expected Dynamics: New Generalization Bounds for Heavy-Tailed SGD | Dec 1, 2023 | Generalization Bounds | —Unverified | 0 |
| Generalization Bounds with Minimal Dependency on Hypothesis Class via Distributionally Robust Optimization | Jun 21, 2021 | BIG-bench Machine LearningGeneralization Bounds | —Unverified | 0 |
| Functions with average smoothness: structure, algorithms, and learning | Jul 13, 2020 | DenoisingGeneralization Bounds | —Unverified | 0 |
| Generalizability of Neural Networks Minimizing Empirical Risk Based on Expressive Ability | Mar 6, 2025 | AttributeGeneralization Bounds | —Unverified | 0 |
| Generalization Analysis for Contrastive Representation Learning | Feb 24, 2023 | Contrastive LearningGeneralization Bounds | —Unverified | 0 |
| Generalization Analysis for Contrastive Representation Learning under Non-IID Settings | May 8, 2025 | Contrastive LearningGeneralization Bounds | —Unverified | 0 |
| Generalization Analysis for Deep Contrastive Representation Learning | Dec 16, 2024 | Contrastive LearningGeneralization Bounds | —Unverified | 0 |
| Generalization and Representational Limits of Graph Neural Networks | Feb 14, 2020 | Generalization Bounds | —Unverified | 0 |
| Compute-Optimal LLMs Provably Generalize Better With Scale | Apr 21, 2025 | Generalization BoundsQuantization | —Unverified | 0 |
| Generalization bounds and algorithms for estimating conditional average treatment effect of dosage | May 29, 2022 | counterfactualEpidemiology | —Unverified | 0 |
| Generalization Bounds and Consistency for Latent Structural Probit and Ramp Loss | Dec 1, 2011 | Generalization Bounds | —Unverified | 0 |
| A Functional Perspective on Learning Symmetric Functions with Neural Networks | Aug 16, 2020 | Generalization Bounds | —Unverified | 0 |