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07/03/2023
Analyzing and Improving Greedy 2-Coordinate Updates for Equality-Constrained Optimization via Steepest Descent in the 1-Norm
We consider minimizing a smooth function subject to a summation constrai...
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05/31/2023
Optimal Sets and Solution Paths of ReLU Networks
We develop an analytical framework to characterize the set of optimal Re...
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02/02/2022
Fast Convex Optimization for Two-Layer ReLU Networks: Equivalent Model Classes and Cone Decompositions
We develop fast algorithms and robust software for convex optimization o...
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05/24/2019
Painless Stochastic Gradient: Interpolation, Line-Search, and Convergence Rates
Recent works have shown that stochastic gradient descent (SGD) achieves ...
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11/11/2018
