Robustness to Unbounded Smoothness of Generalized SignSGD

Robustness to Unbounded Smoothness of Generalized SignSGD

23 August 2022

Francesco Orabona

Wei Zhang

Papers citing "Robustness to Unbounded Smoothness of Generalized SignSGD"

10 / 10 papers shown

Title
From Gradient Clipping to Normalization for Heavy Tailed SGD Florian Hübler Ilyas Fatkhullin Niao He 40 5 0 17 Oct 2024
Nonlinear Stochastic Gradient Descent and Heavy-tailed Noise: A Unified Framework and High-probability Guarantees Aleksandar Armacki Shuhua Yu Pranay Sharma Gauri Joshi Dragana Bajović D. Jakovetić S. Kar 55 2 0 17 Oct 2024
Extended convexity and smoothness and their applications in deep learning Binchuan Qi Wei Gong Li Li 56 0 0 08 Oct 2024
An Accelerated Algorithm for Stochastic Bilevel Optimization under Unbounded Smoothness Xiaochuan Gong Jie Hao Mingrui Liu 31 2 0 28 Sep 2024
Does SGD really happen in tiny subspaces? Minhak Song Kwangjun Ahn Chulhee Yun 61 4 1 25 May 2024
Convergence Guarantees for RMSProp and Adam in Generalized-smooth Non-convex Optimization with Affine Noise Variance Qi Zhang Yi Zhou Shaofeng Zou 27 3 0 01 Apr 2024
Heavy-Tailed Class Imbalance and Why Adam Outperforms Gradient Descent on Language Models Frederik Kunstner Robin Yadav Alan Milligan Mark Schmidt Alberto Bietti 29 26 0 29 Feb 2024
On Convergence of Adam for Stochastic Optimization under Relaxed Assumptions Yusu Hong Junhong Lin 38 10 0 06 Feb 2024
Lion Secretly Solves Constrained Optimization: As Lyapunov Predicts Lizhang Chen Bo Liu Kaizhao Liang Qian Liu ODL 19 15 0 09 Oct 2023
A Simple Convergence Proof of Adam and Adagrad Alexandre Défossez Léon Bottou Francis R. Bach Nicolas Usunier 56 143 0 05 Mar 2020