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Learning Theory

Learning theory

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Showing 476–500 of 852 papers

TitleStatusHype
Learning an Explicit Hyperparameter Prediction Function Conditioned on TasksCode0
The Last-Iterate Convergence Rate of Optimistic Mirror Descent in Stochastic Variational Inequalities—0
A Systems Theory of Transfer Learning—0
The Principles of Deep Learning Theory—0
On Anytime Learning at MacroscaleCode0
Solving PDEs on Unknown Manifolds with Machine LearningCode0
GBHT: Gradient Boosting Histogram Transform for Density Estimation—0
Fractal Structure and Generalization Properties of Stochastic Optimization Algorithms—0
Redundant representations help generalization in wide neural networksCode0
Encoding-dependent generalization bounds for parametrized quantum circuits—0
Reverse Engineering the Neural Tangent KernelCode0
Towards an Understanding of Benign Overfitting in Neural Networks—0
Robust Model Selection and Nearly-Proper Learning for GMMs—0
Learning Curves for SGD on Structured FeaturesCode0
A Survey on Optimal Transport for Machine Learning: Theory and Applications—0
Optimization Variance: Exploring Generalization Properties of DNNsCode0
Post-mortem on a deep learning contest: a Simpson's paradox and the complementary roles of scale metrics versus shape metrics—0
A Simple and General Debiased Machine Learning Theorem with Finite Sample Guarantees—0
Tesseract: Tensorised Actors for Multi-Agent Reinforcement Learning—0
Learning Union of Integer Hypercubes with Queries (Technical Report)—0
Yes We Care! -- Certification for Machine Learning Methods through the Care Label Framework—0
The Modern Mathematics of Deep Learning—0
Quantum Machine Learning For Classical Data—0
Regret-Optimal LQR Control—0
Robust Kernel-based Distribution Regression—0
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