| Algorithm-Dependent Bounds for Representation Learning of Multi-Source Domain Adaptation | Apr 4, 2023 | Domain AdaptationGeneralization Bounds | CodeCode Available | 0 | 5 |
| Learning Expressive Priors for Generalization and Uncertainty Estimation in Neural Networks | Jul 15, 2023 | Continual LearningGeneralization Bounds | CodeCode Available | 0 | 5 |
| Consistent Sparse Deep Learning: Theory and Computation | Feb 25, 2021 | Deep LearningGeneralization Bounds | CodeCode Available | 0 | 5 |
| Consistent Structured Prediction with Max-Min Margin Markov Networks | Jul 2, 2020 | Binary ClassificationGeneralization Bounds | CodeCode Available | 0 | 5 |
| Estimating the Success of Unsupervised Image to Image Translation | Dec 21, 2017 | Generalization BoundsImage-to-Image Translation | CodeCode Available | 0 | 5 |
| Learning Where to Learn: Training Distribution Selection for Provable OOD Performance | May 27, 2025 | Bilevel OptimizationGeneralization Bounds | CodeCode Available | 0 | 5 |
| A path-norm toolkit for modern networks: consequences, promises and challenges | Oct 2, 2023 | Generalization Bounds | CodeCode Available | 0 | 5 |
| An adaptive nearest neighbor rule for classification | May 29, 2019 | ClassificationGeneral Classification | 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 |
| Generalization Bounds for Causal Regression: Insights, Guarantees and Sensitivity Analysis | May 15, 2024 | Generalization Boundsregression | CodeCode Available | 0 | 5 |
