Continual Alignment for SAM: Rethinking Foundation Models for Medical Image Segmentation in Continual Learning. - Jiayi Wang; Wei Dai; Haoyu Wang 019; Sihan Yang; Haixia Bi; Jian Sun 009 (CoRR, 2025)

Enhancing Foundation VLM Robustness to Missing Modality: Scalable Diffusion for Bi-directional Feature Restoration. - Wei Dai; Haoyu Wang 019; Honghao Chang; Lijun He 001; Fan Li 003; Jian Sun 009; Haixia Bi (CoRR, 2026)