| Risk bounds for reservoir computing | Oct 30, 2019 | Learning Theory | —Unverified | 0 |
| Fast classification rates without standard margin assumptions | Oct 28, 2019 | ClassificationGeneral Classification | —Unverified | 0 |
| Robust Model Predictive Shielding for Safe Reinforcement Learning with Stochastic Dynamics | Oct 24, 2019 | Learning Theoryreinforcement-learning | —Unverified | 0 |
| Compressive Learning for Semi-Parametric Models | Oct 22, 2019 | ClusteringLearning Theory | —Unverified | 0 |
| Building Efficient CNNs Using Depthwise Convolutional Eigen-Filters (DeCEF) | Oct 21, 2019 | Learning Theory | —Unverified | 0 |
| Sharper bounds for uniformly stable algorithms | Oct 17, 2019 | Generalization BoundsLearning Theory | —Unverified | 0 |
| Partial differential equation regularization for supervised machine learning | Oct 3, 2019 | BIG-bench Machine LearningClassification | —Unverified | 0 |
| Siamese Networks: The Tale of Two Manifolds | Oct 1, 2019 | Fine-Grained Image Classificationimage-classification | —Unverified | 0 |
| Truth or Backpropaganda? An Empirical Investigation of Deep Learning Theory | Oct 1, 2019 | Deep LearningLearning Theory | CodeCode Available | 0 |
| Knowledge Graph Embedding: A Probabilistic Perspective and Generalization Bounds | Sep 25, 2019 | Generalization BoundsGraph Embedding | —Unverified | 0 |
| ShardNet: One Filter Set to Rule Them All | Sep 25, 2019 | AllLearning Theory | —Unverified | 0 |
| The Frechet Distance of training and test distribution predicts the generalization gap | Sep 25, 2019 | Learning TheoryTransfer Learning | —Unverified | 0 |
| Compression based bound for non-compressed network: unified generalization error analysis of large compressible deep neural network | Sep 25, 2019 | Learning Theory | —Unverified | 0 |
| Deep Neural Networks for Choice Analysis: A Statistical Learning Theory Perspective | Sep 16, 2019 | Demand ForecastingLearning Theory | —Unverified | 0 |
| On the Hardness of Robust Classification | Sep 12, 2019 | ClassificationGeneral Classification | —Unverified | 0 |
| Non-Bayesian Social Learning with Uncertain Models | Sep 9, 2019 | Learning Theory | —Unverified | 0 |
| Subjectivity Learning Theory towards Artificial General Intelligence | Sep 9, 2019 | Learning Theory | —Unverified | 0 |
| McDiarmid-Type Inequalities for Graph-Dependent Variables and Stability Bounds | Sep 5, 2019 | Learning TheoryVocal Bursts Type Prediction | —Unverified | 0 |
| Free resolutions of function classes via order complexes | Sep 5, 2019 | Learning Theory | —Unverified | 0 |
| Deep Learning Theory Review: An Optimal Control and Dynamical Systems Perspective | Aug 28, 2019 | Deep LearningLearning Theory | CodeCode Available | 0 |
| Lecture Notes: Selected topics on robust statistical learning theory | Aug 28, 2019 | Learning Theory | —Unverified | 0 |
| A Domain-Knowledge-Aided Deep Reinforcement Learning Approach for Flight Control Design | Aug 19, 2019 | Deep Reinforcement LearningLearning Theory | —Unverified | 0 |
| On the Existence of Simpler Machine Learning Models | Aug 5, 2019 | BIG-bench Machine LearningFairness | —Unverified | 0 |
| Domain Generalization via Multidomain Discriminant Analysis | Jul 25, 2019 | Domain GeneralizationLearning Theory | —Unverified | 0 |
| Minimal Sample Subspace Learning: Theory and Algorithms | Jul 13, 2019 | Learning Theory | —Unverified | 0 |