Space-based Parameter Evolving with Lightweight Optimization for Graph Adaptation to Evolving Shifts. - Junyu Luo 002; Zixuan Ouyang; Xiao Luo 001; Hourun Li; Zhiping Xiao 001; Yifan Wang 014; Ming Zhang 004 (WWW, 2026)