Showing cs.LGShow all
2 papers · 1 filter
cs.LG2026
TAAM:Inductive Graph-Class Incremental Learning with Task-Aware Adaptive Modulation
Jingtao Liu, Xinming Zhang
Graph Continual Learning (GCL) aims to solve the challenges of streaming graph data. However, current methods often depend on replay-based strategies, which raise concerns like mem…
cs.LG2025
Task-Aware Adaptive Modulation: A Replay-Free and Resource-Efficient Approach For Continual Graph Learning
Jingtao Liu, Xinming Zhang
Continual Graph Learning(CGL)focuses on acquiring new knowledge while retaining previously learned information, essential for real-world graph applications. Current methods grapple…