Graph continual learning with debiased lossless memory replay

• Main Authors: NIU, Chaoxi, PANG, Guansong, CHEN, Ling
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2024
• Subjects: Graphics and Human Computer Interfaces
• Online Access: https://ink.library.smu.edu.sg/sis_research/9911; https://ink.library.smu.edu.sg/context/sis_research/article/10911/viewcontent/FAIA_392_FAIA240692.pdf
• Institution: Singapore Management University

Real-life graph data often expands continually, rendering the learning of graph neural networks (GNNs) on static graph data impractical. Graph continual learning (GCL) tackles this problem by continually adapting GNNs to the expanded graph of the current task while maintaining the performance over t...