| SpeedyIBL: A Comprehensive, Precise, and Fast Implementation of Instance-Based Learning Theory | Nov 19, 2021 | Decision MakingLearning Theory | CodeCode Available | 0 |
| Realizable Learning is All You Need | Nov 8, 2021 | AllLearning Theory | —Unverified | 0 |
| Provably efficient, succinct, and precise explanations | Nov 1, 2021 | Learning Theory | —Unverified | 0 |
| Labeled sample compression schemes for complexes of oriented matroids | Oct 28, 2021 | Learning Theory | —Unverified | 0 |
| Latent Equilibrium: A unified learning theory for arbitrarily fast computation with arbitrarily slow neurons | Oct 27, 2021 | Learning Theory | CodeCode Available | 0 |
| User-friendly introduction to PAC-Bayes bounds | Oct 21, 2021 | Learning Theory | —Unverified | 0 |
| On Optimal Interpolation In Linear Regression | Oct 21, 2021 | Learning Theoryregression | CodeCode Available | 0 |
| Provable Hierarchy-Based Meta-Reinforcement Learning | Oct 18, 2021 | DiversityHierarchical Reinforcement Learning | —Unverified | 0 |
| Explaining generalization in deep learning: progress and fundamental limits | Oct 17, 2021 | Deep LearningGeneralization Bounds | —Unverified | 0 |
| Synthesizing Machine Learning Programs with PAC Guarantees via Statistical Sketching | Oct 11, 2021 | BIG-bench Machine LearningClassification | —Unverified | 0 |
| I Do Not Understand What I Cannot Define: Automatic Question Generation With Pedagogically-Driven Content Selection | Oct 8, 2021 | Learning TheoryQuestion Generation | —Unverified | 0 |
| PAC Synthesis of Machine Learning Programs | Oct 8, 2021 | BIG-bench Machine Learningimage-classification | —Unverified | 0 |
| Variational Inference via Resolution of Singularities | Sep 29, 2021 | Learning TheoryVariational Inference | —Unverified | 0 |
| Model Zoo: A Growing Brain That Learns Continually | Sep 29, 2021 | Continual LearningLearning Theory | —Unverified | 0 |
| Huber Additive Models for Non-stationary Time Series Analysis | Sep 29, 2021 | Additive modelsCausal Discovery | —Unverified | 0 |
| Learning to Abstain in the Presence of Uninformative Data | Sep 29, 2021 | Decision MakingLearning Theory | —Unverified | 0 |
| Towards a theory of out-of-distribution learning | Sep 29, 2021 | Continual LearningLearning Theory | —Unverified | 0 |
| The NTK Adversary: An Approach to Adversarial Attacks without any Model Access | Sep 29, 2021 | Learning Theory | —Unverified | 0 |
| Reliable Estimation of KL Divergence using a Discriminator in Reproducing Kernel Hilbert Space | Sep 29, 2021 | Learning Theory | —Unverified | 0 |
| Sequence Approximation using Feedforward Spiking Neural Network for Spatiotemporal Learning: Theory and Optimization Methods | Sep 29, 2021 | Gesture RecognitionImage Classification | —Unverified | 0 |
| Improved Generalization Risk Bounds for Meta-Learning with PAC-Bayes-kl Analysis | Sep 29, 2021 | Generalization BoundsLearning Theory | —Unverified | 0 |
| Task Relatedness-Based Generalization Bounds for Meta Learning | Sep 29, 2021 | Generalization BoundsLearning Theory | —Unverified | 0 |
| Cancer Progression as a Learning Process | Sep 26, 2021 | Learning Theory | —Unverified | 0 |
| Robust Generalization of Quadratic Neural Networks via Function Identification | Sep 22, 2021 | Generalization BoundsLearning Theory | —Unverified | 0 |
| Minimax Rates for High-Dimensional Random Tessellation Forests | Sep 22, 2021 | Learning TheoryVocal Bursts Intensity Prediction | —Unverified | 0 |