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Root: Robust orthogonalized optimizer for neural network training

2 Pith papers cite this work. Polarity classification is still indexing.

2 Pith papers citing it

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cs.LG 2

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2026 2

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UNVERDICTED 2

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representative citing papers

AMUSE: Anytime Muon with Stable Gradient Evaluation

cs.LG · 2026-05-21 · unverdicted · novelty 7.0

AMUSE is a new optimizer integrating Muon orthogonalization with Schedule-Free averaging via adaptive interpolation for schedule-free anytime training that improves Pareto frontiers on vision and LLM tasks.

Dimension-Free Saddle-Point Escape in Muon

cs.LG · 2026-05-10 · unverdicted · novelty 6.0

Muon achieves dimension-free saddle-point escape through non-linear spectral shaping, resolvent calculus, and structural incoherence, yielding an algebraically dimension-free escape bound.

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Showing 2 of 2 citing papers.

  • AMUSE: Anytime Muon with Stable Gradient Evaluation cs.LG · 2026-05-21 · unverdicted · none · ref 55

    AMUSE is a new optimizer integrating Muon orthogonalization with Schedule-Free averaging via adaptive interpolation for schedule-free anytime training that improves Pareto frontiers on vision and LLM tasks.

  • Dimension-Free Saddle-Point Escape in Muon cs.LG · 2026-05-10 · unverdicted · none · ref 13

    Muon achieves dimension-free saddle-point escape through non-linear spectral shaping, resolvent calculus, and structural incoherence, yielding an algebraically dimension-free escape bound.