138 citations · 349 across the 10 of their papers we have counts for
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math.OC2018★ 17 cited
Convergence to Second-Order Stationarity for Constrained Non-Convex Optimization
Maher Nouiehed, Jason D. Lee, Meisam Razaviyayn
We consider the problem of finding an approximate second-order stationary point of a constrained non-convex optimization problem. We first show that, unlike the gradient descent me…
math.OC2018
Learning Deep Models: Critical Points and Local Openness
Maher Nouiehed, Meisam Razaviyayn
With the increasing popularity of non-convex deep models, developing a unifying theory for studying the optimization problems that arise from training these models becomes very sig…