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M. Mansouri

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#artificial intelligence Preprint Oct 2026

When Does Muon Actually Win? A Paired Data-, Time-, and Tuning-Budget Benchmark

Muon's gains in data efficiency motivate evaluating its performance under explicit data, time, and tuning budgets. On a single A100 GPU, we compare a reference single-device Muon implementation with AdamW across 17.7M- and 33.6M-parameter causal language models and 2.70M-parameter vision transformers. A common 23-candi...

M. Akhtar, H. Nounou, M. Mansouri et al. · 0 citations

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