Efficient One-Step Diffusion Restoration Model with Compact Token Compression and Linear Attention. - Bingtian Qiao; Yue Shi; Yingjie Zhou 003; Yong Guo; Guangtao Zhai; Jiezhang Cao (CoRR, 2026)