| A General Framework for the Practical Disintegration of PAC-Bayesian Bounds | Feb 17, 2021 | Generalization Bounds | CodeCode Available | 0 | 5 |
| Learning the optimal Tikhonov regularizer for inverse problems | Jun 11, 2021 | DeblurringDenoising | CodeCode Available | 0 | 5 |
| Generalization Bounds for Sparse Random Feature Expansions | Mar 4, 2021 | BIG-bench Machine LearningCompressive Sensing | CodeCode Available | 0 | 5 |
| Generalization Bounds for Heavy-Tailed SDEs through the Fractional Fokker-Planck Equation | Feb 12, 2024 | Generalization BoundsStochastic Optimization | CodeCode Available | 0 | 5 |
| Exploring the Algorithm-Dependent Generalization of AUPRC Optimization with List Stability | Sep 27, 2022 | Generalization BoundsImage Retrieval | CodeCode Available | 0 | 5 |
| Maximum Weighted Loss Discrepancy | Jun 8, 2019 | FairnessGeneralization Bounds | CodeCode Available | 0 | 5 |
| Simplified and Unified Analysis of Various Learning Problems by Reduction to Multiple-Instance Learning | Nov 14, 2019 | Generalization BoundsMulti-Label Learning | CodeCode Available | 0 | 5 |
| An adaptive nearest neighbor rule for classification | May 29, 2019 | ClassificationGeneral Classification | CodeCode Available | 0 | 5 |
| Model-Powered Conditional Independence Test | Sep 18, 2017 | ClassificationGeneral Classification | CodeCode Available | 0 | 5 |
| Model Steering: Learning with a Reference Model Improves Generalization Bounds and Scaling Laws | May 10, 2025 | Contrastive LearningGeneralization Bounds | CodeCode Available | 0 | 5 |
| Relative Flatness and Generalization | Jan 3, 2020 | Generalization Bounds | CodeCode Available | 0 | 5 |
| Generalization Bounds for Learning with Linear, Polygonal, Quadratic and Conic Side Knowledge | May 30, 2014 | Generalization Bounds | CodeCode Available | 0 | 5 |
| Rethinking Breiman's Dilemma in Neural Networks: Phase Transitions of Margin Dynamics | Oct 8, 2018 | Generalization Bounds | CodeCode Available | 0 | 5 |
| On Cold Posteriors of Probabilistic Neural Networks: Understanding the Cold Posterior Effect and A New Way to Learn Cold Posteriors with Tight Generalization Guarantees | Oct 20, 2024 | Bayesian InferenceGeneralization Bounds | CodeCode Available | 0 | 5 |
| On the Downstream Performance of Compressed Word Embeddings | Sep 3, 2019 | Generalization BoundsQuantization | CodeCode Available | 0 | 5 |
| On the Limitations of Fractal Dimension as a Measure of Generalization | Jun 4, 2024 | Generalization BoundsLearning Theory | 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 |
| 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 |
| Double-Weighting for Covariate Shift Adaptation | May 15, 2023 | Generalization Bounds | CodeCode Available | 0 | 5 |
| An Algorithmic Framework for Fairness Elicitation | May 25, 2019 | FairnessGeneralization Bounds | CodeCode Available | 0 | 5 |
| Tighter Learning Guarantees on Digital Computers via Concentration of Measure on Finite Spaces | Feb 8, 2024 | Generalization Bounds | CodeCode Available | 0 | 5 |
| Dichotomize and Generalize: PAC-Bayesian Binary Activated Deep Neural Networks | May 24, 2019 | Generalization Bounds | CodeCode Available | 0 | 5 |
| Does the Data Induce Capacity Control in Deep Learning? | Oct 27, 2021 | Deep LearningGeneralization Bounds | CodeCode Available | 0 | 5 |
| Random deep neural networks are biased towards simple functions | Dec 25, 2018 | General ClassificationGeneralization Bounds | CodeCode Available | 0 | 5 |
| Adversarial Transform Particle Filters | Feb 10, 2025 | Generalization BoundsState Space Models | CodeCode Available | 0 | 5 |
