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cs.AI2026
Learning to Rewrite Tool Descriptions for Reliable LLM-Agent Tool Use
Ruocheng Guo, Kaiwen Dong, Xiang Gao +1
While most efforts to improve LLM-based tool-using agents focus on the agent itself - through larger models, better prompting, or fine-tuning - agent performance increasingly plate…
cs.AI2026
REMem: Reasoning with Episodic Memory in Language Agent
Yiheng Shu, Saisri Padmaja Jonnalagedda, Xiang Gao +5
Humans excel at remembering concrete experiences along spatiotemporal contexts and performing reasoning across those events, i.e., the capacity for episodic memory. In contrast, me…