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Author

Yu Zheng

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Preprint Jul 2026

Less Experts, Faster Decoding: Cost-Aware Speculative Decoding for Mixture-of-Experts

Results show that accounting for expert activation cost is important for efficient speculative decoding in large-scale MoE models, and a cost-aware speculative decoding framework that incorporates predicted marginal expert activation cost into draft selection is proposed.

Jincheng Xie, Runheng Liu, Heyan Huang et al. · 1 citation

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