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Learning Theory

Learning theory

Papers

Showing 251260 of 852 papers

TitleStatusHype
Graph Neural Networks Provably Benefit from Structural Information: A Feature Learning Perspective0
Scaling MLPs: A Tale of Inductive BiasCode1
A primal-dual data-driven method for computational optical imaging with a photonic lanternCode0
Exact Count of Boundary Pieces of ReLU Classifiers: Towards the Proper Complexity Measure for Classification0
Learning to Defend by Attacking (and Vice-Versa): Transfer of Learning in Cybersecurity Games0
On the Sample Complexity of Imitation Learning for Smoothed Model Predictive Control0
Improving Energy Conserving Descent for Machine Learning: Theory and PracticeCode0
Hypothesis Transfer Learning with Surrogate Classification Losses: Generalization Bounds through Algorithmic Stability0
Benign Overfitting in Deep Neural Networks under Lazy Training0
Embedding Inequalities for Barron-type Spaces0
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