Publications

Thumbnail for EDGE: Error Dependency Graph-Guided Multi-Error Attribution in Multi-Agent LLM Systems

EDGE: Error Dependency Graph-Guided Multi-Error Attribution in Multi-Agent LLM Systems

Jun Hou, Priya Pitre, Yi Fang, Xuan Wang

EMNLP 2026 Findings

Thumbnail for Role-Specialized Mixture-of-Agents with Open-Weight LLMs for Clinical Prediction

Role-Specialized Mixture-of-Agents with Open-Weight LLMs for Clinical Prediction

Jun Hou, Yi Fang, Xuan Wang

COLM 2026 DAIH Workshop

Thumbnail for BTW: A Non-Parametric Variance Stabilization Framework for Multimodal Model Integration

BTW: A Non-Parametric Variance Stabilization Framework for Multimodal Model Integration

Jun Hou, Le Wang, Xuan Wang

EMNLP 2025 Findings

Thumbnail for A comprehensive survey on the trustworthiness of large language models in healthcare

A comprehensive survey on the trustworthiness of large language models in healthcare

Manar Aljohani, Jun Hou, Sindhura Kommu, Xuan Wang

arXiv

Thumbnail for Explainable ai for clinical outcome prediction: a survey of clinician perceptions and preferences

Explainable ai for clinical outcome prediction: a survey of clinician perceptions and preferences

Jun Hou, Lucy Lu Wang

2025 AMIA Summits on Translational Science Proceedings