53 citations · 315 across the 37 of their papers we have counts for
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cs.LG2018★ 5 cited
Improved Learning of One-hidden-layer Convolutional Neural Networks with Overlaps
Simon S. Du, Surbhi Goel
We propose a new algorithm to learn a one-hidden-layer convolutional neural network where both the convolutional weights and the outputs weights are parameters to be learned. Our a…
cs.LG2018★ 43 cited
Learning One Convolutional Layer with Overlapping Patches
Surbhi Goel, Adam Klivans, Raghu Meka
We give the first provably efficient algorithm for learning a one hidden layer convolutional network with respect to a general class of (potentially overlapping) patches. Additiona…