194 citations · 730 across the 35 of their papers we have counts for
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cs.LG2015★ 132 cited
Beating the Perils of Non-Convexity: Guaranteed Training of Neural Networks using Tensor Methods
Majid Janzamin, Hanie Sedghi, Anima Anandkumar
Training neural networks is a challenging non-convex optimization problem, and backpropagation or gradient descent can get stuck in spurious local optima. We propose a novel algori…
cs.LG2015★ 7 cited
Learning Mixed Membership Community Models in Social Tagging Networks through Tensor Methods
Anima Anandkumar, Hanie Sedghi
Community detection in graphs has been extensively studied both in theory and in applications. However, detecting communities in hypergraphs is more challenging. In this paper, we…