Author

Meng-Zhao Jia

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#artificial intelligence Review Sep 2026

CRC-Router: Risk-Constrained Routing for Medical Agentic AI Systems

CRC-Router is proposed, a risk-constrained, uncertainty-aware routing module that is applicable to both conventional medical prediction models and agentic medical AI systems, and achieves the strongest empirical risk--coverage trade-off among the evaluated baselines.

Xue-Yang Li, Ming Jiang, Ge-Lei Xu et al. · 0 citations

#natural language process... Preprint Sep 2026

Agent as Policy for Robotic Manipulation

This work demonstrates that a general-purpose agent can directly drive a physical robot throughout task execution without any task-specific or environment-specific training and introduces Agent as Policy (AGP), which places task planning and execution under the agent's control.

Meng-Zhao Jia, Yang Lin, Xi-Xin Zhang et al. · 15 citations · ⚡1