| Solving PDEs on Unknown Manifolds with Machine Learning | Jun 12, 2021 | BIG-bench Machine LearningLearning Theory | CodeCode Available | 0 |
| GBHT: Gradient Boosting Histogram Transform for Density Estimation | Jun 10, 2021 | Anomaly DetectionDensity Estimation | —Unverified | 0 |
| Fractal Structure and Generalization Properties of Stochastic Optimization Algorithms | Jun 9, 2021 | Generalization BoundsLearning Theory | —Unverified | 0 |
| Redundant representations help generalization in wide neural networks | Jun 7, 2021 | Image ClassificationLearning Theory | CodeCode Available | 0 |
| Encoding-dependent generalization bounds for parametrized quantum circuits | Jun 7, 2021 | Generalization BoundsLearning Theory | —Unverified | 0 |
| Reverse Engineering the Neural Tangent Kernel | Jun 6, 2021 | Learning TheoryTranslation | CodeCode Available | 0 |
| 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 |