A Note on Connectivity of Sublevel Sets in Deep Learning

21 January 2021

Papers citing "A Note on Connectivity of Sublevel Sets in Deep Learning"

11 / 11 papers shown

Title
Understanding Mode Connectivity via Parameter Space Symmetry B. Zhao Nima Dehmamy Robin Walters Rose Yu 225 8 0 29 May 2025
Landscape Connectivity and Dropout Stability of SGD Solutions for Over-parameterized Neural Networks Aleksandr Shevchenko Marco Mondelli 169 37 0 20 Dec 2019
Explaining Landscape Connectivity of Low-cost Solutions for Multilayer Nets Rohith Kuditipudi Xiang Wang Holden Lee Yi Zhang Zhiyuan Li Wei Hu Sanjeev Arora Rong Ge FAtt 101 93 0 14 Jun 2019
On Connected Sublevel Sets in Deep Learning Quynh N. Nguyen 104 102 0 22 Jan 2019
On the loss landscape of a class of deep neural networks with no bad local valleys Quynh N. Nguyen Mahesh Chandra Mukkamala Matthias Hein 79 87 0 27 Sep 2018
Spurious Valleys in Two-layer Neural Network Optimization Landscapes Luca Venturi Afonso S. Bandeira Joan Bruna 60 74 0 18 Feb 2018
Small nonlinearities in activation functions create bad local minima in neural networks Chulhee Yun S. Sra Ali Jadbabaie ODL 77 95 0 10 Feb 2018
The loss surface of deep and wide neural networks Quynh N. Nguyen Matthias Hein ODL 164 285 0 26 Apr 2017
Topology and Geometry of Half-Rectified Network Optimization C. Freeman Joan Bruna 220 235 0 04 Nov 2016
Deep Learning without Poor Local Minima Kenji Kawaguchi ODL 224 925 0 23 May 2016
The Loss Surfaces of Multilayer Networks A. Choromańska Mikael Henaff Michaël Mathieu Gerard Ben Arous Yann LeCun ODL 261 1,200 0 30 Nov 2014