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arXiv — cs.AI

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Self-Improving Agents with World Model Predictive Paths

arXiv:2610.28945v1 Announce Type: new Abstract: Large language model (LLM) agents are increasingly expected to interact with environments and improve their decisions during deployment. However, how anticipating future outcomes and drawing on accumulated interaction experience…

arXiv — cs.AIBy: Haori Lu, Tianyu Gao, Yaoyao Liu, Yingying LiOctober 22, 2026 (10 hours ago)
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  • arXiv:2610.28945v1 Announce Type: new Abstract: Large language model (LLM) agents are increasingly expected to interact with environments and improve their decisions during deployment
  • However, how anticipating future outcomes and drawing on accumulated interaction experience…
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Self-Improving Agents with World Model Predictive Paths

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