| 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 |
| Adversarial Transform Particle Filters | Feb 10, 2025 | Generalization BoundsState Space Models | CodeCode Available | 0 | 5 |
| Random deep neural networks are biased towards simple functions | Dec 25, 2018 | General ClassificationGeneralization Bounds | CodeCode Available | 0 | 5 |
| An adaptive nearest neighbor rule for classification | May 29, 2019 | ClassificationGeneral Classification | CodeCode Available | 0 | 5 |
| GraphMix: Improved Training of GNNs for Semi-Supervised Learning | Sep 25, 2019 | Generalization BoundsGraph Attention | CodeCode Available | 0 | 5 |
| Generalization Through The Lens Of Leave-One-Out Error | Mar 7, 2022 | Generalization BoundsTransfer Learning | CodeCode Available | 0 | 5 |
| Heavy Tails in SGD and Compressibility of Overparametrized Neural Networks | Jun 7, 2021 | Generalization BoundsNeural Network Compression | CodeCode Available | 0 | 5 |
| An Algorithmic Framework for Fairness Elicitation | May 25, 2019 | FairnessGeneralization Bounds | CodeCode Available | 0 | 5 |
| Instance based Generalization in Reinforcement Learning | Nov 2, 2020 | Deep Reinforcement LearningGeneralization Bounds | CodeCode Available | 0 | 5 |
