3 papers
cs.CL2026
EGIP: An Evidence-Grounded Interaction Protocol for Clinical Agents
Zecheng Ren, Ruichen Cong, Yi Min Chen +8
Interactive clinical agents acquire evidence through patient dialogue and diagnostic examinations, yet their performance also depends on how the interaction environment exposes inf…
cs.CV2026
RenderMatte: Exact-Alpha Rendering and Group-Relative Alignment for Image Matting
Zecheng Ren, Yafei Hu, Jianing Zhao +3
Image matting is an essential enabling technology for modern visual content production, where foreground extraction determines the realism and editability of downstream creation wo…
cs.LG2025
Auditable Unit-Aware Thresholds in Symbolic Regression via Logistic-Gated Operators
Ou Deng, Ruichen Cong, Jianting Xu +3
AI for health will only scale when models are not only accurate but also readable, auditable, and governable. Many clinical and public-health decisions hinge on numeric thresholds…