arXiv 2610.01415 · cs.AI · 2026-10-01
Beyond Memory: Harnessing Long-Horizon Agents with Explicit Belief States
Yu Luo, Jiamin Jiang, Yimin Zuo, Xidao Wen, Rongchen Gao, Yongqian Sun, Shenglin Zhang, Guiyang Liu and 4 more
alibaba
In latest · #66 Added on 2026-10-21
One-line takeaway
PoS has agents maintain explicit belief states of the world and open requirements, avoiding belief traps in long tasks.
PoS 让 Agent 显式维护“信念状态”，记录对世界的估计和未完成的需求，避免长任务中陷入错误信念。
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Topics & disciplines
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About this data
Metadata from the arXiv API (verified); upvotes from Hugging Face Daily Papers; citations from Semantic Scholar. Last refreshed 2026-10-22.
The takeaway is written by AIMap from the abstract; the abstract itself is not reproduced — read the original.