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arXiv1d ago
4.8

StoSignSGD: Unbiased Structural Stochasticity Fixes SignSGD for Training Large Language Models

Dingzhi Yu, Rui Pan, Yuxing Liu, Tong Zhang

View original ↗

Analysis

Viral velocity
low
Implementation gapYES
Novelty7/10
Categorypaper
Topics
trainingoptimizationllm

Opportunity Brief

Release a robust implementation of StoSignSGD as an optimizer plug-in for PyTorch to improve training stability on non-smooth model objectives.

Suggested repo: stosing-sgd

"Robust sign-based optimization for your foundation models."

Estimated effort: 40h