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cs.LG2026
RiVaT-Fuse: Reliability-Calibrated Variational Tensor Fusion with Matrix-Valued Trust for Multimodal Prediction under Modality Uncertainty
Yingfan Xu, Tieming Liu, Ye Liang +1
Multimodal prediction from images and structured metadata requires integrating complementary evidence whose reliability can vary across samples and latent directions. A single conf…
cs.LG2026
DR-LabStack: Design and Implementation of a Clinician-Facing Web System for Diabetic Retinopathy Prediction
Yingfan Xu, Tieming Liu, Ye Liang
Pretrained diabetic retinopathy (DR) prediction models differ in their input fields, serialization formats, preprocessing requirements, and output semantics. Making these models ac…
stat.ME2026
Cluster-induced target shift and synthetic approximation for high-dimensional clustered data
Shangyuan Ye, Cong Zhang, Ying Chen +2
In high-dimensional clustered data, covariates whose distributions differ across clusters can act as proxies for unobserved cluster effects. We show that the marginal-model LASSO i…