3 papers
cs.AI2026
AdapShot: Adaptive Many-Shot In-Context Learning with Semantic-Aware KV Cache Reuse
Jie Ou, Jinyu Guo, Shiyao Guo +5
Many-Shot In-Context Learning (ICL) has emerged as a promising paradigm, leveraging extensive examples to unlock the reasoning potential of Large Language Models (LLMs). However, e…
cs.MA2025
A Plan Reuse Mechanism for LLM-Driven Agent
Guopeng Li, Ruiqi Wu, Haisheng Tan
Integrating large language models (LLMs) into personal assistants, like Xiao Ai and Blue Heart V, effectively enhances their ability to interact with humans, solve complex tasks, a…
cs.CL2025
Astraea: A State-Aware Scheduling Engine for LLM-Powered Agents
Hongqiu Ni, Jiabao Zhang, Guopeng Li +4
Large Language Models (LLMs) are increasingly being deployed as intelligent agents. Their multi-stage workflows, which alternate between local computation and calls to external net…