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Why Muon Outperforms Adam: A Curvature Perspective

cs.LG · 2026-06-03 · conditional · novelty 7.0

Muon outperforms Adam by reducing curvature penalty via lower Normalized Directional Sharpness, as shown via Taylor approximation on LLM training and proven on stylized quadratic problems with heterogeneous curvature.

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  • Why Muon Outperforms Adam: A Curvature Perspective cs.LG · 2026-06-03 · conditional · none · ref 132

    Muon outperforms Adam by reducing curvature penalty via lower Normalized Directional Sharpness, as shown via Taylor approximation on LLM training and proven on stylized quadratic problems with heterogeneous curvature.