Han Luo
I am a third-year undergraduate student in Computer Science at the University of Leeds, UK, and Southwest Jiaotong University, China. My research focuses on LLM agents.
I am fortunate to work with Prof. Lucy Lu Wang in the LARCH Lab at the University of Washington. Previously, I worked with Prof. Guy Laban in LabaLab at Ben-Gurion University of the Negev and at the University of Cambridge.
Open to collaborations: I am always interested in potential research collaborations. Please feel free to reach out via email!
Selected publications
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Agentic Abstention
A benchmark and context-engineering study of when LLM agents should stop acting and abstain.
Plan in Sandbox
A physics-grounded sandbox framework for learning abstracted embodied navigation experience.
SPASM
A stability-first framework for persona-driven LLM-LLM dialogue simulation with egocentric context projection.
DialogGuard
A practitioner-facing interface for multi-agent psychosocial safety evaluation of sensitive LLM responses.
News
Sep 26, 2026
Agentic Abstention accepted to NeurIPS 2026
Our paper, Agentic Abstention: Do Agents Know When to Stop Instead of Act?, has been accepted to NeurIPS 2026.
Jun 27, 2026
Agentic Abstention preprint released
Our paper, Agentic Abstention: Do Agents Know When to Stop Instead of Act?, is now available as arXiv:2606.28733.
May 11, 2026
SAGE arXiv preprint released
Our ICML 2026 paper, Plan in Sandbox, Navigate in Open Worlds, is now available as arXiv:2605.10118.
May 1, 2026
Paper accepted to ICML 2026
Our collaborative paper, Plan in Sandbox, Navigate in Open Worlds, was accepted to ICML 2026.
Where to find me
Now Seattle
Dec 2026 Sydney
