An Interactive Approach to Bias Mitigation in Machine Learning. - Hao Wang; Snehasis Mukhopadhyay; Yunyu Xiao; Shiaofen Fang (ICCI*CC, 2021)

Unraveling the "Other" Diagnosis of Suspected Suicide Attempts at Emergency Department using Natural Language Processing (NLP). - Yunyu Xiao; Haotan Zhang; Yu Hou; Chang Su 002; Fei Wang 001 (AMIA, 2022)

Time-to-event modeling of subreddits transitions to r/SuicideWatch. - Xueying Liu; Shiaofen Fang; George O. Mohler; Joan Carlson; Yunyu Xiao (ICMLA, 2022)

Combating Health Misinformation in Social Media: Characterization, Detection, Intervention, and Open Issues. - Canyu Chen; Haoran Wang 005; Matthew Shapiro; Yunyu Xiao; Fei Wang; Kai Shu (CoRR, 2022)

An NLP approach to identify SDoH-related circumstance and suicide crisis from death investigation narratives. - Song Wang 026; Yifang Dang; Zhaoyi Sun; Ying Ding 001; Jyotishman Pathak; Cui Tao; Yunyu Xiao; Yifan Peng 002 (J. Am. Medical Informatics Assoc., 2023)

White Matter Integrity in Youth with Suicide Ideation/Suicide Attempt, Major Depressive Disorder, and Comorbidities: A Diffusion Tensor Imaging Study. - Yixuan Wang; Yue Wang; Yuan Meng; Yunyu Xiao; Xiaofu He (BI (2), 2024)

Analyzing Social Factors to Enhance Suicide Prevention Across Population Groups. - Richard Li Xu; Song Wang 026; Zewei Wang; Yuhan Zhang; Yunyu Xiao; Jyotishman Pathak; David Hodge; Yan Leng; S. Craig Watkins; Ying Ding 001; Yifan Peng 002 (ICHI, 2024)

Uncovering Misattributed Suicide Causes through Annotation Inconsistency Detection in Death Investigation Notes. - Song Wang 026; Yiliang Zhou; Ziqiang Han; Cui Tao; Yunyu Xiao; Ying Ding 001; Joydeep Ghosh; Yifan Peng 002 (CoRR, 2024)

Two-layer retrieval augmented generation framework for low-resource medical question-answering: proof of concept using Reddit data. - Sudeshna Das 002; Yao Ge 003; Yuting Guo; Swati Rajwal; JaMor Hairston; Jeanne M. Powell; Drew Walker; Snigdha Peddireddy; Sahithi Lakamana; Selen Bozkurt; Matthew A. Reyna; Reza Sameni; et al. (CoRR, 2024)

Semi-supervised Node Importance Estimation with Informative Distribution Modeling for Uncertainty Regularization. - Yankai Chen 001; Taotao Wang; Yixiang Fang; Yunyu Xiao (WWW, 2025)

Machine learning applications related to suicide in military and Veterans: A scoping literature review. - Yuhan Zhang; Yishu Wei; Yanshan Wang; Yunyu Xiao; Ronald K. Poropatich; Gretchen L. Haas; Yiye Zhang; Chunhua Weng; Jinze Liu; Lisa A. Brenner; James M. Bjork; Yifan Peng 002 (J. Biomed. Informatics, 2025)

A Multi-Stage Large Language Model Framework for Extracting Suicide-Related Social Determinants of Health. - Song Wang 026; Yishu Wei; Haotian Ma; Max Lovitt; Kelly Deng; Yuan Meng; Zihan Xu; Jingze Zhang; Yunyu Xiao; Ying Ding 001; Xuhai Xu; Joydeep Ghosh; et al. (CoRR, 2025)