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critical point

35 papers

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Co-occurring keywords · papers mentioning both

non-convex optimization (10) saddle point (6) loss landscape (6) neural network optimization (5) convergence analysis (4) stochastic gradient descent (4) loss surface (3) matrix sensing (3) convergence rate (3) nonsmooth optimization (3)

Papers

Convergence guarantees for a class of non-convex and non-smooth optimization problems ICML 2018 Critical Points of Linear Neural Networks: Analytical Forms and Landscape Properties ICLR 2018 Global Optimality Conditions for Deep Neural Networks ICLR 2018 Optimization Landscape and Expressivity of Deep CNNs ICML 2018 A New Theory for Matrix Completion NeurIPS 2017 Geometry of Neural Network Loss Surfaces via Random Matrix Theory ICML 2017 How regularization affects the critical points in linear networks NeurIPS 2017 On the Flatness of Loss Surface for Two-layered ReLU Networks ACML 2017 Accelerated Proximal Gradient Methods for Nonconvex Programming NeurIPS 2015 Open Problem: The landscape of the loss surfaces of multilayer networks COLT 2015