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Learning Theory

Learning theory

Papers

Showing 426450 of 852 papers

TitleStatusHype
SpeedyIBL: A Comprehensive, Precise, and Fast Implementation of Instance-Based Learning TheoryCode0
Realizable Learning is All You Need0
Provably efficient, succinct, and precise explanations0
Labeled sample compression schemes for complexes of oriented matroids0
Latent Equilibrium: A unified learning theory for arbitrarily fast computation with arbitrarily slow neuronsCode0
User-friendly introduction to PAC-Bayes bounds0
On Optimal Interpolation In Linear RegressionCode0
Provable Hierarchy-Based Meta-Reinforcement Learning0
Explaining generalization in deep learning: progress and fundamental limits0
Synthesizing Machine Learning Programs with PAC Guarantees via Statistical Sketching0
I Do Not Understand What I Cannot Define: Automatic Question Generation With Pedagogically-Driven Content Selection0
PAC Synthesis of Machine Learning Programs0
Variational Inference via Resolution of Singularities0
Model Zoo: A Growing Brain That Learns Continually0
Huber Additive Models for Non-stationary Time Series Analysis0
Learning to Abstain in the Presence of Uninformative Data0
Towards a theory of out-of-distribution learning0
The NTK Adversary: An Approach to Adversarial Attacks without any Model Access0
Reliable Estimation of KL Divergence using a Discriminator in Reproducing Kernel Hilbert Space0
Sequence Approximation using Feedforward Spiking Neural Network for Spatiotemporal Learning: Theory and Optimization Methods0
Improved Generalization Risk Bounds for Meta-Learning with PAC-Bayes-kl Analysis0
Task Relatedness-Based Generalization Bounds for Meta Learning0
Cancer Progression as a Learning Process0
Robust Generalization of Quadratic Neural Networks via Function Identification0
Minimax Rates for High-Dimensional Random Tessellation Forests0
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