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Ming-Hua He

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#machine learning Preprint Sep 2026

GrowMTP: Can RL Grow Its Own Draft Head?

Reinforcement learning (RL) post-training drives the frontier capabilities of large language models, with its wall-clock dominated by autoregressive rollout generation. Speculative decoding is an established remedy for this bottleneck, but existing draft heads must be pretrained or warmed up before RL, introducing subs...

Ming-Hua He, Ling-Zhe Zhang, Yuan Liu et al. · 0 citations

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