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Akshat Singh

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Open access Jul 2026

Muon Reduces the Training Cost of Regulatory DNA Transformers

Analysis of Transformer models on ENCODE cis-regulatory sequences with Adam and Muon indicates that optimizer update structure and norm-control choices are practical levers for reducing the training resources required to reach matched perplexity targets in regulatory DNA pretraining.

Viraj Doshi, Malhar Bhide, Akshat Singh et al. · 0 citations