| Generalization, Expressivity, and Universality of Graph Neural Networks on Attributed Graphs | Nov 8, 2024 | Generalization Bounds | —Unverified | 0 | 0 |
| Generalization Guarantee of SGD for Pairwise Learning | Dec 1, 2021 | Generalization BoundsMetric Learning | —Unverified | 0 | 0 |
| Generalization Analysis for Contrastive Representation Learning under Non-IID Settings | May 8, 2025 | Contrastive LearningGeneralization Bounds | —Unverified | 0 | 0 |
| Generalization Guarantees for Multi-View Representation Learning and Application to Regularization via Gaussian Product Mixture Prior | Apr 25, 2025 | DecoderGeneralization Bounds | —Unverified | 0 | 0 |
| Generalization Analysis for Contrastive Representation Learning | Feb 24, 2023 | Contrastive LearningGeneralization Bounds | —Unverified | 0 | 0 |
| Compressing Heavy-Tailed Weight Matrices for Non-Vacuous Generalization Bounds | May 23, 2021 | EconometricsGeneralization Bounds | —Unverified | 0 | 0 |
| Generalizability of Neural Networks Minimizing Empirical Risk Based on Expressive Ability | Mar 6, 2025 | AttributeGeneralization Bounds | —Unverified | 0 | 0 |
| Functions with average smoothness: structure, algorithms, and learning | Jul 13, 2020 | DenoisingGeneralization Bounds | —Unverified | 0 | 0 |
| Complex-valued embeddings of generic proximity data | Aug 31, 2020 | BIG-bench Machine LearningGeneralization Bounds | —Unverified | 0 | 0 |
| A PAC-Bayesian Approach to Generalization Bounds for Graph Neural Networks | Dec 14, 2020 | Generalization Bounds | —Unverified | 0 | 0 |
| Aggregation Weighting of Federated Learning via Generalization Bound Estimation | Nov 10, 2023 | Federated LearningGeneralization Bounds | —Unverified | 0 | 0 |
| Adaptive Data Analysis for Growing Data | May 22, 2024 | Generalization Bounds | —Unverified | 0 | 0 |
| A Communication-efficient Algorithm with Linear Convergence for Federated Minimax Learning | Jun 2, 2022 | Generalization Bounds | —Unverified | 0 | 0 |
| From Mutual Information to Expected Dynamics: New Generalization Bounds for Heavy-Tailed SGD | Dec 1, 2023 | Generalization Bounds | —Unverified | 0 | 0 |
| Fractal Structure and Generalization Properties of Stochastic Optimization Algorithms | Jun 9, 2021 | Generalization BoundsLearning Theory | —Unverified | 0 | 0 |
| Foundations of Coupled Nonlinear Dimensionality Reduction | Sep 29, 2015 | Dimensionality ReductionGeneralization Bounds | —Unverified | 0 | 0 |
| Generalization Bounds with Minimal Dependency on Hypothesis Class via Distributionally Robust Optimization | Jun 21, 2021 | BIG-bench Machine LearningGeneralization Bounds | —Unverified | 0 | 0 |
| Formal limitations of sample-wise information-theoretic generalization bounds | May 13, 2022 | Generalization Bounds | —Unverified | 0 | 0 |
| Cold Posteriors through PAC-Bayes | Jun 22, 2022 | Bayesian InferenceGeneralization Bounds | —Unverified | 0 | 0 |
| Fine-grained Generalization Analysis of Structured Output Prediction | May 31, 2021 | Generalization BoundsPrediction | —Unverified | 0 | 0 |
| Fine-grained Generalization Analysis of Vector-valued Learning | Apr 29, 2021 | Extreme Multi-Label ClassificationGeneral Classification | —Unverified | 0 | 0 |
| Coarse-Refinement Dilemma: On Generalization Bounds for Data Clustering | Nov 13, 2019 | BIG-bench Machine LearningClustering | —Unverified | 0 | 0 |
| A Novel Plug-and-Play Approach for Adversarially Robust Generalization | Aug 19, 2022 | Generalization BoundsMatrix Completion | —Unverified | 0 | 0 |
| A Generalized Doubly Robust Learning Framework for Debiasing Post-Click Conversion Rate Prediction | Nov 12, 2022 | Generalization BoundsImputation | —Unverified | 0 | 0 |
| Fine-Grained Dynamic Framework for Bias-Variance Joint Optimization on Data Missing Not at Random | May 24, 2024 | Generalization BoundsMissing Values | —Unverified | 0 | 0 |