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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Bartolomeo Stellato

Princeton University

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Open access Jul 2026

Learning Algorithm Hyperparameters for Fast Parametric Convex Optimization

A machine-learning framework to learn the hyperparameter sequence of first-order methods to quickly solve parametric convex optimization problems, and shows how to learn hyperparameters for several popular algorithms: gradient descent, proximal gradient descent, and two ADMM-based solvers.

Rajiv Sambharya, Bartolomeo Stellato · 0 citations

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