2 papers
cs.LG2026
Analytic Drift Resister for Non-Exemplar Continual Graph Learning
Lei Song, Shihan Guan, Youyong Kong
Non-Exemplar Continual Graph Learning (NECGL) seeks to eliminate the privacy risks intrinsic to rehearsal-based paradigms by retaining solely class-level prototype representations…
cs.LG2025
Instance-Prototype Affinity Learning for Non-Exemplar Continual Graph Learning
Lei Song, Jiaxing Li, Shihan Guan +1
Graph Neural Networks (GNN) endure catastrophic forgetting, undermining their capacity to preserve previously acquired knowledge amid the assimilation of novel information. Rehears…