3 papers
cs.CY2025
A Comprehensive Survey on the Trustworthiness of Large Language Models in Healthcare
Manar Aljohani, Jun Hou, Sindhura Kommu +1
The application of large language models (LLMs) in healthcare holds significant promise for enhancing clinical decision-making, medical research, and patient care. However, their i…
cs.LG2025
BTW: A Non-Parametric Variance Stabilization Framework for Multimodal Model Integration
Jun Hou, Le Wang, Xuan Wang
Mixture-of-Experts (MoE) models have become increasingly powerful in multimodal learning by enabling modular specialization across modalities. However, their effectiveness remains…
cs.CL2025
Explainable AI for Clinical Outcome Prediction: A Survey of Clinician Perceptions and Preferences
Jun Hou, Lucy Lu Wang
Explainable AI (XAI) techniques are necessary to help clinicians make sense of AI predictions and integrate predictions into their decision-making workflow. In this work, we conduc…