| Debiased Contrastive Learning | Jul 1, 2020 | Contrastive LearningGeneralization Bounds | CodeCode Available | 1 |
| Improving Generalization by Controlling Label-Noise Information in Neural Network Weights | Feb 19, 2020 | Data AugmentationGeneralization Bounds | CodeCode Available | 1 |
| PACOH: Bayes-Optimal Meta-Learning with PAC-Guarantees | Feb 13, 2020 | Gaussian ProcessesGeneralization Bounds | CodeCode Available | 1 |
| PAC Confidence Sets for Deep Neural Networks via Calibrated Prediction | Dec 31, 2019 | Generalization BoundsLearning Theory | CodeCode Available | 1 |
| Bridging Theory and Algorithm for Domain Adaptation | Apr 11, 2019 | Domain AdaptationGeneralization Bounds | CodeCode Available | 1 |
| On PAC-Bayesian Bounds for Random Forests | Oct 23, 2018 | Generalization Bounds | CodeCode Available | 1 |
| Optimal Auctions through Deep Learning: Advances in Differentiable Economics | Jun 12, 2017 | Deep LearningGeneralization Bounds | CodeCode Available | 1 |
| Estimating individual treatment effect: generalization bounds and algorithms | Jun 13, 2016 | Causal InferenceGeneralization Bounds | CodeCode Available | 1 |
| Deep Learning and the Information Bottleneck Principle | Mar 9, 2015 | Deep LearningGeneralization Bounds | CodeCode Available | 1 |
| Information-Theoretic Generalization Bounds of Replay-based Continual Learning | Jul 16, 2025 | Continual LearningGeneralization Bounds | —Unverified | 0 |
