2025
Together, Then Apart: Revisiting Multimodal Survival Analysis via a Min-Max Perspective
Wenjing Liu, Qin Ren, Wen Zhang, Yuewei Lin, Chenyu You
arXiv preprint 2025
Revisit multi-modal survival analysis via the dual lens of alignment and distinctiveness. Introduce Together-Then-Apart (TTA), a unified min-max optimization framework that simultaneously models shared and modality-specific representations.
Together, Then Apart: Revisiting Multimodal Survival Analysis via a Min-Max Perspective
Wenjing Liu, Qin Ren, Wen Zhang, Yuewei Lin, Chenyu You
arXiv preprint 2025
Revisit multi-modal survival analysis via the dual lens of alignment and distinctiveness. Introduce Together-Then-Apart (TTA), a unified min-max optimization framework that simultaneously models shared and modality-specific representations.
Supervise Less, See More: Training-free Nuclear Instance Segmentation with Prototype-Guided Prompting
Wen Zhang, Qin Ren, Wenjing Liu, Haibin Ling, Chenyu You
arXiv preprint 2025
Introduce SPROUT, a fully training- and annotation-free prompting framework for nuclear instance segmentation. SPROUT leverages histology-informed priors to construct slide-specific reference prototypes that mitigate domain gaps.
Supervise Less, See More: Training-free Nuclear Instance Segmentation with Prototype-Guided Prompting
Wen Zhang, Qin Ren, Wenjing Liu, Haibin Ling, Chenyu You
arXiv preprint 2025
Introduce SPROUT, a fully training- and annotation-free prompting framework for nuclear instance segmentation. SPROUT leverages histology-informed priors to construct slide-specific reference prototypes that mitigate domain gaps.