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Jianpeng Yao

2 accepted papers

2026

CommCP: Efficient Multi-Agent Coordination Via LLM-Based Communication with Conformal Prediction

ICRA 2026poster

To complete assignments provided by humans in natural language, robots must interpret commands, generate and answer relevant questions for scene understanding, and manipulate target objects. Real-world deployments often require multiple heterogeneous robots with different manipulation capabilities t…

2025

Towards Generalizable Safety in Crowd Navigation via Conformal Uncertainty Handling

CoRL 2025poster

Mobile robots navigating in crowds trained using reinforcement learning are known to suffer performance degradation when faced with out-of-distribution scenarios. We propose that by properly accounting for the uncertainties of pedestrians, a robot can learn safe navigation policies that are robust t…

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