Author name: Shuai Zhen, Yanhua Yu, Ruopei Guo, Nan Cheng, Yang Deng

arXiv:2604.05808v2 Announce Type: replace
Abstract: Large language model (LLM) agents have demonstrated strong capabilities in complex interactive decision-making tasks. However, existing LLM agents typically rely on increasingly long interaction hist…

arXiv:2604.05808v1 Announce Type: new
Abstract: Large language model (LLM) agents have demonstrated strong capabilities in complex interactive decision-making tasks. However, existing LLM agents typically rely on increasingly long interaction historie…