Papers
Topics
Authors
Recent
Gemini 2.5 Flash
Gemini 2.5 Flash
86 tokens/sec
Gemini 2.5 Pro Premium
51 tokens/sec
GPT-5 Medium
22 tokens/sec
GPT-5 High Premium
34 tokens/sec
GPT-4o
83 tokens/sec
DeepSeek R1 via Azure Premium
91 tokens/sec
GPT OSS 120B via Groq Premium
471 tokens/sec
Kimi K2 via Groq Premium
203 tokens/sec
2000 character limit reached

A Note on the Convergence of Muon (2502.02900v2)

Published 5 Feb 2025 in math.OC

Abstract: In this note, we inspect the convergence of a new optimizer for pretraining LLMs, namely the Muon optimizer. Such an optimizer is closely related to a specialized steepest descent method where the update direction is the minimizer of the quadratic approximation of the objective function under spectral norm. We provide the convergence analysis on both versions of the optimizer and discuss its implications.

List To Do Tasks Checklist Streamline Icon: https://streamlinehq.com

Collections

Sign up for free to add this paper to one or more collections.

Summary

We haven't generated a summary for this paper yet.

Dice Question Streamline Icon: https://streamlinehq.com

Follow-up Questions

We haven't generated follow-up questions for this paper yet.

Authors (2)

Don't miss out on important new AI/ML research

See which papers are being discussed right now on X, Reddit, and more:

“Emergent Mind helps me see which AI papers have caught fire online.”

Philip

Philip

Creator, AI Explained on YouTube