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 等 12 人
alibaba
在最新榜 #66 本站收录于 2026-10-21
一句话要点
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。
PoS has agents maintain explicit belief states of the world and open requirements, avoiding belief traps in long tasks.
阅读 arXiv 原文 PDF Hugging Face 讨论 代码仓库 项目页
主题与学科
同主题：智能体
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- BizAgentBench: Unveiling Hidden Challenges in Deploying Long-Horizon Agents for Real-World Business ▲490
- Omni-IO Skills: Harnessing Your Agent Omni-Native ▲485
- Player-1: Learning to Play from Synthetic Experience ▲348
数据说明
元数据来自 arXiv API（已核实）；点赞来自 Hugging Face 每日论文；引用来自 Semantic Scholar。最近刷新 2026-10-22。
要点由本站根据摘要自写，不转载摘要原文，请阅读原文。