28 citations · 44 across the 8 of their papers we have counts for
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cs.LG2017★ 11 cited
Stochastic Optimization with Bandit Sampling
Farnood Salehi, L. Elisa Celis, Patrick Thiran
Many stochastic optimization algorithms work by estimating the gradient of the cost function on the fly by sampling datapoints uniformly at random from a training set. However, the…
cs.LG2017
A Distributed Learning Dynamics in Social Groups
L. Elisa Celis, Peter M. Krafft, Nisheeth K. Vishnoi
We study a distributed learning process observed in human groups and other social animals. This learning process appears in settings in which each individual in a group is trying t…