Qian Chen

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Preprint Aug 2026

BALANCE: Hybrid Autoregressive-Speculative LLM Inference at the Network Edge

A polynomial-time algorithm is developed that transforms the original problem into two sub-problems and obtains a sub-optimal solution with a constant approximation guarantee and demonstrates that BALANCE consistently outperforms conventional AD and SD and significantly improves task throughput.

Guan-Qiao Qu, Shuo Chen, Qian Chen et al. · 0 citations

Preprint Aug 2026

BALANCE: Hybrid Autoregressive-Speculative LLM Inference in Wireless Edge Networks

A polynomial-time algorithm is developed that transforms the original problem into two sub-problems and obtains a sub-optimal solution with a constant approximation guarantee and demonstrates that BALANCE consistently outperforms conventional AD and SD and significantly improves task throughput.

Guan-Qiao Qu · 0 citations

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