256 citations · 1k across the 26 of their papers we have counts for
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math.OC2016★ 24 cited
An Empirical Study of ADMM for Nonconvex Problems
Zheng Xu, Soham De, Mario Figueiredo +2
The alternating direction method of multipliers (ADMM) is a common optimization tool for solving constrained and non-differentiable problems. We provide an empirical study of the p…
cs.LG2016★ 38 cited
Big Batch SGD: Automated Inference using Adaptive Batch Sizes
Soham De, Abhay Yadav, David Jacobs +1
Classical stochastic gradient methods for optimization rely on noisy gradient approximations that become progressively less accurate as iterates approach a solution. The large nois…
cs.CY2016★ 5 cited
Using Game Theory to Study the Evolution of Cultural Norms
Soham De, Dana S. Nau, Michele J. Gelfand
We discuss how to use evolutionary game theory (EGT) as a framework for studying how cultural dynamics and structural properties can influence the evolution of norms and behaviors…