256 citations · 457 across the 8 of their papers we have counts for
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cs.LG2018
Convergence guarantees for RMSProp and ADAM in non-convex optimization and an empirical comparison to Nesterov acceleration
Soham De, Anirbit Mukherjee, Enayat Ullah
RMSProp and ADAM continue to be extremely popular algorithms for training neural nets but their theoretical convergence properties have remained unclear. Further, recent work has s…
q-bio.PE2018
Tipping Points for Norm Change in Human Cultures
Soham De, Dana S. Nau, Xinyue Pan +1
Humans interact with each other on a daily basis by developing and maintaining various social norms and it is critical to form a deeper understanding of how such norms develop, how…