| Identifying and Estimating Causal Effects under Weak Overlap by Generative Prognostic Model | May 21, 2021 | Causal Inferencecounterfactual | —Unverified | 0 |
| Stability and Generalization of Stochastic Gradient Methods for Minimax Problems | May 8, 2021 | Generalization Bounds | CodeCode Available | 0 |
| Information Complexity and Generalization Bounds | May 4, 2021 | Generalization Bounds | —Unverified | 0 |
| RATT: Leveraging Unlabeled Data to Guarantee Generalization | May 1, 2021 | Generalization BoundsHoldout Set | CodeCode Available | 0 |
| Generalization Guarantees for Neural Architecture Search with Train-Validation Split | Apr 29, 2021 | Bilevel OptimizationGeneralization Bounds | —Unverified | 0 |
| Fine-grained Generalization Analysis of Vector-valued Learning | Apr 29, 2021 | Extreme Multi-Label ClassificationGeneral Classification | —Unverified | 0 |
| Self-Bounding Majority Vote Learning Algorithms by the Direct Minimization of a Tight PAC-Bayesian C-Bound | Apr 28, 2021 | DiversityGeneralization Bounds | CodeCode Available | 0 |
| Group-Sparse Matrix Factorization for Transfer Learning of Word Embeddings | Apr 18, 2021 | Generalization BoundsLearning Word Embeddings | —Unverified | 0 |
| Generalization bounds via distillation | Apr 12, 2021 | Data AugmentationGeneralization Bounds | —Unverified | 0 |
| Generalization of GANs and overparameterized models under Lipschitz continuity | Apr 6, 2021 | Data AugmentationGeneralization Bounds | —Unverified | 0 |
| Stability and Deviation Optimal Risk Bounds with Convergence Rate O(1/n) | Mar 22, 2021 | Generalization Boundsvalid | —Unverified | 0 |
| Mean-field methods and algorithmic perspectives for high-dimensional machine learning | Mar 10, 2021 | BIG-bench Machine LearningGeneralization Bounds | —Unverified | 0 |
| PAC-Bayes and Information Complexity | Mar 4, 2021 | Generalization Bounds | —Unverified | 0 |
| Generalization Bounds for Sparse Random Feature Expansions | Mar 4, 2021 | BIG-bench Machine LearningCompressive Sensing | CodeCode Available | 0 |
| Self-Regularity of Non-Negative Output Weights for Overparameterized Two-Layer Neural Networks | Mar 2, 2021 | Generalization Bounds | —Unverified | 0 |
| Consistent Sparse Deep Learning: Theory and Computation | Feb 25, 2021 | Deep LearningGeneralization Bounds | CodeCode Available | 0 |
| A Theory of Label Propagation for Subpopulation Shift | Feb 22, 2021 | Domain AdaptationGeneralization Bounds | —Unverified | 0 |
| Generalization bounds for graph convolutional neural networks via Rademacher complexity | Feb 20, 2021 | Generalization Bounds | CodeCode Available | 0 |
| Approximation and Learning with Deep Convolutional Models: a Kernel Perspective | Feb 19, 2021 | Additive modelsGeneralization Bounds | CodeCode Available | 0 |
| A PAC-Bayes Analysis of Adversarial Robustness | Feb 19, 2021 | Adversarial RobustnessGeneralization Bounds | CodeCode Available | 0 |
| On the Sample Complexity of Stability Constrained Imitation Learning | Feb 18, 2021 | continuous-controlContinuous Control | —Unverified | 0 |
| A General Framework for the Practical Disintegration of PAC-Bayesian Bounds | Feb 17, 2021 | Generalization Bounds | CodeCode Available | 0 |
| Lexicographically Fair Learning: Algorithms and Generalization | Feb 16, 2021 | FairnessGeneralization Bounds | —Unverified | 0 |
| Generalization Bounds for Meta-Learning via PAC-Bayes and Uniform Stability | Feb 12, 2021 | Generalization BoundsMeta-Learning | CodeCode Available | 0 |
| Dimension Free Generalization Bounds for Non Linear Metric Learning | Feb 7, 2021 | Generalization BoundsMetric Learning | —Unverified | 0 |