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ResearchOctober 21, 2026

M-Plan: Comprehensive Planning For LLM Agents with Memory Arrangement

arXiv:2610.27032v1 Announce Type: new Abstract: Large language model (LLM)-based agents have recently demonstrated outstanding performance in single-turn tasks, yet they continue to struggle with long-horizon tasks, particularly in environments without prior training. A key…

Ziyang Liu, Jiakang Yuan, Jiayuan Fan, Tao Chen·arXiv — cs.AI
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  • 01.arXiv:2610.27032v1 Announce Type: new Abstract: Large language model (LLM)-based agents have recently demonstrated outstanding performance in single-turn tasks, yet they continue to struggle with long-horizon tasks, particularly in environments without prior training. A key…

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