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06/02/2023
Smooth Model Predictive Control with Applications to Statistical Learning
Statistical learning theory and high dimensional statistics have had a t...
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05/25/2023
How to escape sharp minima
Modern machine learning applications have seen a remarkable success of o...
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07/28/2022
One-Pass Learning via Bridging Orthogonal Gradient Descent and Recursive Least-Squares
While deep neural networks are capable of achieving state-of-the-art per...
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04/03/2022
Understanding the unstable convergence of gradient descent
Most existing analyses of (stochastic) gradient descent rely on the cond...
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01/31/2022
