most citedMemory-R1: Enhancing Large Language Model Agents to Manage and Utilize Memories via Reinforcement Learning

2 citations · 2 across the 1 of their papers we have counts for

collaborators

1 paper

cs.CL2026★ 2 cited

Memory-R1: Enhancing Large Language Model Agents to Manage and Utilize Memories via Reinforcement Learning

Sikuan Yan, Xiufeng Yang, Zuchao Huang +10

Large Language Models (LLMs) have demonstrated impressive capabilities across a wide range of NLP tasks, but they remain fundamentally stateless, constrained by limited context win…