Exploring Rationale Learning for Continual Graph Learning. - Lei Song 013; Jiaxing Li; Qinghua Si; Shihan Guan; Youyong Kong (AAAI, 2025)

Prompt-driven graph distillation: Enabling single-layer MLPs to outperform Deep Graph Neural Networks in graph-based tasks. - Shihan Guan; Laurent Albera; Lei Song 013; Yueying Li; Youyong Kong; Huazhong Shu; Régine Le Bouquin-Jeannès (Neurocomputing, 2025)

Instance-Prototype Affinity Learning for Non-Exemplar Continual Graph Learning. - Lei Song 013; Jiaxing Li; Shihan Guan; Youyong Kong (CoRR, 2025)