| Towards an Understanding of Benign Overfitting in Neural Networks | Jun 6, 2021 | Learning Theory | —Unverified | 0 |
| Robust Model Selection and Nearly-Proper Learning for GMMs | Jun 5, 2021 | Learning TheoryModel Selection | —Unverified | 0 |
| Learning Curves for SGD on Structured Features | Jun 4, 2021 | BIG-bench Machine LearningFeature Correlation | CodeCode Available | 0 |
| A Survey on Optimal Transport for Machine Learning: Theory and Applications | Jun 3, 2021 | BIG-bench Machine LearningDomain Adaptation | —Unverified | 0 |
| Optimization Variance: Exploring Generalization Properties of DNNs | Jun 3, 2021 | DiversityLearning Theory | CodeCode Available | 0 |
| Post-mortem on a deep learning contest: a Simpson's paradox and the complementary roles of scale metrics versus shape metrics | Jun 1, 2021 | Learning Theory | —Unverified | 0 |
| A Simple and General Debiased Machine Learning Theorem with Finite Sample Guarantees | May 31, 2021 | BIG-bench Machine LearningLearning Theory | —Unverified | 0 |
| Tesseract: Tensorised Actors for Multi-Agent Reinforcement Learning | May 31, 2021 | Learning TheoryMulti-agent Reinforcement Learning | —Unverified | 0 |
| Learning Union of Integer Hypercubes with Queries (Technical Report) | May 27, 2021 | Learning Theory | —Unverified | 0 |
| Yes We Care! -- Certification for Machine Learning Methods through the Care Label Framework | May 21, 2021 | BIG-bench Machine LearningLearning Theory | —Unverified | 0 |