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Learning Theory

Learning theory

Papers

Showing 4150 of 852 papers

TitleStatusHype
Learning invariant representations of time-homogeneous stochastic dynamical systemsCode0
Deep Learning with CNNs: A Compact Holistic Tutorial with Focus on Supervised Regression (Preprint)Code0
A Bayesian Perspective of Statistical Machine Learning for Big DataCode0
Deep Learning without Poor Local MinimaCode0
Generalization in Machine Learning via Analytical Learning TheoryCode0
Data-Error Scaling in Machine Learning on Natural Discrete Combinatorial Mutation-prone Sets: Case Studies on Peptides and Small MoleculesCode0
Deep Active Learning with Augmentation-based Consistency EstimationCode0
Continuous vs. Discrete Optimization of Deep Neural NetworksCode0
Consistent Sparse Deep Learning: Theory and ComputationCode0
Data-Driven Performance Guarantees for Classical and Learned OptimizersCode0
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