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Pranav Deshpande

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#artificial intelligence May 2026

Anytime Training with Schedule-Free Spectral Optimization

SF-NorMuon, a schedule-free spectral optimizer that closes the performance gap with tuned AdamW baselines, makes horizon-free optimization more practical, taking a step towards truly open-ended, continual learning.

Anuj Apte, Pranav Deshpande, Niraj Kumar et al. · arXiv.org · 4 citations