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Shuowei Jin

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#artificial intelligence Preprint Oct 2026

ServeLearnBench: How Well Can Agents Self-Improve from Serving Experience?

Large language model agents are increasingly deployed to perform complex tasks in real-world environments. However, the knowledge required for correct behavior in these environments is often implicit, undisclosed, and subject to change over time. Recent continual-learning harnesses seek to address this challenge by ena...

Hai-Zhong Zheng, Yi-Zhu Di, Ranajoy Sadhukhan et al. · 0 citations
Preprint Aug 2026

LLMVisor: A Real-Time Latency Attribution Model for Multi-Tenant LLM Serving

LLMVisor is presented, a roofline-guided latency attribution model that captures the memory-bound and compute-bound phases via a concise piecewise-linear form over features proportional to FLOPs and memory I/O traffic and runs efficiently at microsecond scale.

Shuowei Jin, Xue-Shen Liu, Jiaxin Shan et al. · 3 citations

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