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20172021
most citedDepth separation for reduced deep networks in nonlinear model reduction: Distilling shock waves in nonlinear hyperbolic problems

11 citations · 12 across the 4 of their papers we have counts for

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math.OC2018

Spurious Valleys in Two-layer Neural Network Optimization Landscapes

Luca Venturi, Afonso S. Bandeira, Joan Bruna

Neural networks provide a rich class of high-dimensional, non-convex optimization problems. Despite their non-convexity, gradient-descent methods often successfully optimize these…