Continual learning with high-order experience replay for dynamic network embedding

Zhizheng Wang, Yuanyuan Sun, Xiaokun Zhang, Bo Xu, Zhihao Yang, Hongfei Lin

Abstract: Highlights•We develop CLDNE to derive generalized representations for dynamic networks.•We propose a streaming graph auto-encoder in CLDNE to learn global patterns.•We design an experience replay buffer to replay high-order historical topology.•We highlight static historical features using a knowledge distillation module.