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How far away are truly hyperparameter-free learning algorithms?

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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.

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  • Anytime Training with Schedule-Free Spectral Optimization cs.LG · 2026-05-21 · unverdicted · none · ref 19

    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.