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cs.LG 1

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2026 1

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Muown: Row-Norm Control for Muon Optimization

cs.LG · 2026-05-11 · unverdicted · novelty 6.0

Muown adds row-norm control to Muon via explicit l_infty updates on row-magnitude vectors, proving optimal non-convex rates and delivering better perplexity plus stability on GPT pre-training from 124M to 2.7B parameters.

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  • Muown: Row-Norm Control for Muon Optimization cs.LG · 2026-05-11 · unverdicted · none · ref 33

    Muown adds row-norm control to Muon via explicit l_infty updates on row-magnitude vectors, proving optimal non-convex rates and delivering better perplexity plus stability on GPT pre-training from 124M to 2.7B parameters.