agentic-planning

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Internalizing the Future: A Unified Agentic Training Paradigm for World Model Planning

arXiv cs.AI · 2026-06-29 Cached

Introduces a three-stage training paradigm to internalize world model planning in LLM agents, enabling future-aware decision-making. Outperforms baselines on search and mathematical reasoning tasks.

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