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Zhongwei Wan

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Preprint Aug 2026

AgentSpec: Speculative Decoding for Batch Inference of LLM Agents

Large language model (LLM)-based agent applications often incur high response time. Speculative decoding is a promising solution to improve the inference efficiency of LLM agents without impacting generation quality. However, state-of-the-art speculative decoding algorithms exhibit substantial speed degradation under l...

Xin Wang, Ziming Miao, Yi Zhu et al. · 0 citations

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