2 papers
cs.AI2026
Towards Privacy-Preserving Mental Health Support with Large Language Models
Dong Xue, Jicheng Tu, Ming Wang +3
Large language models (LLMs) have shown promise for mental health support, yet training such models is constrained by the scarcity and sensitivity of real counseling dialogues. In…
cs.LG2025
An Enhanced Privacy-preserving Federated Few-shot Learning Framework for Respiratory Disease Diagnosis
Ming Wang, Zhaoyang Duan, Dong Xue +2
The labor-intensive nature of medical data annotation presents a significant challenge for respiratory disease diagnosis, resulting in a scarcity of high-quality labeled datasets i…