What is recorded here?
Studied Muon batch-size-dependent compute/time frontiers and combined it with muP using a multiscale telescoping search that narrows expensive large-width sweeps.
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Scientific scope
Inherits Muon, muP, hierarchical search and Moonlight scaling. This is not invention of Muon or guaranteed global Pareto dominance; finite-width/mesh-error analysis assumes smooth asymptotic behavior. Tuning overhead can be substantial, not free.
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English catalogue narrative
EssentialAI: Muon compute-time frontiers and telescoping tuning
Studied Muon batch-size-dependent compute/time frontiers and combined it with muP using a multiscale telescoping search that narrows expensive large-width sweeps.
Scientific scope
Inherits Muon, muP, hierarchical search and Moonlight scaling. This is not invention of Muon or guaranteed global Pareto dominance; finite-width/mesh-error analysis assumes smooth asymptotic behavior. Tuning overhead can be substantial, not free.