Stochastic subgradient method converges on tame functions

Stochastic subgradient method converges on tame functions

20 April 2018

Dmitriy Drusvyatskiy

Papers citing "Stochastic subgradient method converges on tame functions"

14 / 14 papers shown

Title
Embedding principle of homogeneous neural network for classification problem Jiahan Zhang Yaoyu Zhang Yaoyu Zhang 41 0 0 18 May 2025
Striving for Simplicity: Simple Yet Effective Prior-Aware Pseudo-Labeling for Semi-Supervised Ultrasound Image Segmentation Yaxiong Chen Yujie Wang Zixuan Zheng Jingliang Hu Yilei Shi Shengwu Xiong Xiao Xiang Zhu Lichao Mou 121 1 0 18 Mar 2025
The late-stage training dynamics of (stochastic) subgradient descent on homogeneous neural networks Sholom Schechtman Nicolas Schreuder 383 0 0 08 Feb 2025
D-GRIL: End-to-End Topological Learning with 2-parameter Persistence Soham Mukherjee Shreyas N. Samaga Cheng Xin Steve Oudot Tamal K. Dey 116 6 0 11 Jun 2024
Inexact subgradient methods for semialgebraic functions Jérôme Bolte Tam Le Éric Moulines Edouard Pauwels 65 2 0 30 Apr 2024
Loss Landscape of Shallow ReLU-like Neural Networks: Stationary Points, Saddle Escape, and Network Embedding Zhengqing Wu Berfin Simsek Francois Ged ODL 72 0 0 08 Feb 2024
Deterministic Nonsmooth Nonconvex Optimization Michael I. Jordan Guy Kornowski Tianyi Lin Ohad Shamir Manolis Zampetakis 82 26 0 16 Feb 2023
On Correctness of Automatic Differentiation for Non-Differentiable Functions Wonyeol Lee Hangyeol Yu Xavier Rival Hongseok Yang 42 40 0 12 Jun 2020
Provably Correct Automatic Subdifferentiation for Qualified Programs Sham Kakade Jason D. Lee 31 41 0 23 Sep 2018
Analysis of nonsmooth stochastic approximation: the differential inclusion approach Szymon Majewski B. Miasojedow Eric Moulines 39 49 0 04 May 2018
Stochastic model-based minimization of weakly convex functions Damek Davis Dmitriy Drusvyatskiy 66 373 0 17 Mar 2018
$Stochastic subgradient method converges at the rate $O(k^{-1/4})$ on weakly convex functions$ Stochastic subgradient method converges at the rate $O(k^{-1/4})$ on weakly convex functions Damek Davis Dmitriy Drusvyatskiy 51 101 0 08 Feb 2018
TensorFlow: Large-Scale Machine Learning on Heterogeneous Distributed Systems Martín Abadi Ashish Agarwal P. Barham E. Brevdo Zhiwen Chen ... Pete Warden Martin Wattenberg Martin Wicke Yuan Yu Xiaoqiang Zheng 189 11,135 0 14 Mar 2016
Stochastic First- and Zeroth-order Methods for Nonconvex Stochastic Programming Saeed Ghadimi Guanghui Lan ODL 90 1,538 0 22 Sep 2013