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Lin-Kai Ma

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#artificial intelligence Preprint Oct 2026

MuonIO: Principled Norm-Aware Descent for Embedding Tables and Language Model Heads

The Muon optimizer derives its update rule for hidden linear layers by solving a local linearization of the loss penalized by the spectral norm, motivated by an RMS-stability argument for dense linear layers. Standard Muon implementations, however, exclude the input (embedding table) and output (language model head) la...

Lin-Kai Ma, Xin-Yu Luo, Meng-Bo Wang et al. · 0 citations

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