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#machine learning Preprint Sep 2026

Convergence of Practical Muon with Finite Newton-Schulz Iterations and Nesterov Momentum

Practical Muon maintains momentum and performs a small, fixed number of Newton--Schulz iterations separately for each parameter matrix, often with a Nesterov correction. We analyze these layer-wise finite-step updates jointly on a coupled nonconvex objective, rather than replacing them by exact polar factors or one glo...

Han-Yang Peng, Hui Wang, Yue Yu · 0 citations

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