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Learning Theory

Learning theory

Papers

Showing 126150 of 852 papers

TitleStatusHype
Deep Learning Theory Review: An Optimal Control and Dynamical Systems PerspectiveCode0
Continuous vs. Discrete Optimization of Deep Neural NetworksCode0
Consistent Sparse Deep Learning: Theory and ComputationCode0
Data-Driven Performance Guarantees for Classical and Learned OptimizersCode0
A Framework for Machine Learning of Model Error in Dynamical SystemsCode0
Beyond accuracy: generalization properties of bio-plausible temporal credit assignment rulesCode0
A Contextual-Bandit Approach to Personalized News Article RecommendationCode0
Deep Active Learning with Augmentation-based Consistency EstimationCode0
Deep Learning in Random Neural Fields: Numerical Experiments via Neural Tangent KernelCode0
Comparing Text Representations: A Theory-Driven ApproachCode0
Learning invariant representations of time-homogeneous stochastic dynamical systemsCode0
Data-Error Scaling in Machine Learning on Natural Discrete Combinatorial Mutation-prone Sets: Case Studies on Peptides and Small MoleculesCode0
Deep Learning with CNNs: A Compact Holistic Tutorial with Focus on Supervised Regression (Preprint)Code0
Generalization Bounds with Data-dependent Fractal DimensionsCode0
Learning an Explicit Hyperparameter Prediction Function Conditioned on TasksCode0
On Optimal Interpolation In Linear RegressionCode0
Better Depth-Width Trade-offs for Neural Networks through the lens of Dynamical Systems0
Benign, Tempered, or Catastrophic: A Taxonomy of Overfitting0
Benign overfitting in ridge regression0
Benign Overfitting in Deep Neural Networks under Lazy Training0
An Entropy-Based Model for Hierarchical Learning0
A Formal Proof of PAC Learnability for Decision Stumps0
Bayesian Interpolation with Deep Linear Networks0
An efficient high-probability algorithm for Linear Bandits0
Bayesian image segmentations by Potts prior and loopy belief propagation0
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