SUDA-Muon modularizes decentralized Muon via the SUDA template, proving a topology-separated convergence rate of O((1+σ/√N)K^{-1/4}) in nuclear-norm geometry while establishing that tracking-before-polarization is required to avoid non-stationary fixed points and that local-polarize-then-average is
Adafactor: Adaptive learning rates with sublinear memory cost
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
math.OC 1years
2026 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
-
SUDA-Muon: Structural Design Principles and Boundaries for Fully Decentralized Muon
SUDA-Muon modularizes decentralized Muon via the SUDA template, proving a topology-separated convergence rate of O((1+σ/√N)K^{-1/4}) in nuclear-norm geometry while establishing that tracking-before-polarization is required to avoid non-stationary fixed points and that local-polarize-then-average is