pith. sign in

Scaling laws and compute-optimal training beyond fixed training durations

1 Pith paper cite this work. Polarity classification is still indexing.

1 Pith paper citing it

fields

cs.LG 1

years

2026 1

verdicts

UNVERDICTED 1

representative citing papers

Anytime Training with Schedule-Free Spectral Optimization

cs.LG · 2026-05-21 · unverdicted · novelty 5.0

SF-NorMuon is a new schedule-free spectral optimizer that closes the gap with tuned AdamW on 125M-772M parameter models across 1-8x Chinchilla horizons while providing stationarity guarantees.

citing papers explorer

Showing 1 of 1 citing paper.

  • Anytime Training with Schedule-Free Spectral Optimization cs.LG · 2026-05-21 · unverdicted · none · ref 30

    SF-NorMuon is a new schedule-free spectral optimizer that closes the gap with tuned AdamW on 125M-772M parameter models across 1-8x Chinchilla horizons while providing stationarity guarantees.