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cs.AI2026
MemCut: Every Secret Leaves a Trail in the Long-Term Memory of LLM Agents
Cheng Zhang, Xuanning Cao, Zhicheng Zheng +1
Long-term memory has become a crucial component of large language model (LLM) agents, with most research focusing on retrieving relevant information accurately and efficiently. How…
cs.MA2026
LLM-ALSO: LLM-Driven Adaptive Learning-Signal Optimization for Multi-Agent Reinforcement Learning
Xiaoguang Wu, Zhi Zheng, Hui Xiong
Effective training-time guidance is central to multi-agent reinforcement learning (MARL), yet remains difficult in sparse-reward settings where weak supervision limits coordination…