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#dynamics-prediction

AnyGoal: On World Model Generalization Beyond Expert Rollouts

Hugging Face Daily Papers ↗ · 2026-10-19 Cached

研究人员提出 AnyGoal,一个基于目标偏移任务变体的世界模型基准与开源库,用于评估世界模型能否将熟悉的状态与动作重新组合成有效动力学。实验发现现有世界模型家族在这些重组场景下普遍失效,揭示了动力学泛化与规划性能之间的关键差距。

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#dynamics-prediction

Structural Inference under Hidden Agents

arXiv cs.LG ↗ · 2026-09-17 Cached

This paper proposes SIHA, a method for inferring interaction structures in multi-agent systems when agents are hidden, combining structure-agnostic initialization with iterative refinement to improve structural inference and trajectory reconstruction.

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