Author name: Guiquan Sun, Xikun Zhang, Jingchao Ni, Dongjin Song

arXiv:2605.12998v2 Announce Type: replace
Abstract: Continual graph learning (CGL) aims to learn from dynamically evolving graphs while mitigating catastrophic forgetting. Existing CGL approaches typically adopt a task-based formulation, where the dat…

arXiv:2605.12998v1 Announce Type: new
Abstract: Continual graph learning (CGL) aims to learn from dynamically evolving graphs while mitigating catastrophic forgetting. Existing CGL approaches typically adopt a task-based formulation, where the data st…