Towards Robust Graph Incremental Learning on Evolving Graphs

Towards Robust Graph Incremental Learning on Evolving Graphs

20 February 2024

Papers citing "Towards Robust Graph Incremental Learning on Evolving Graphs"

14 / 14 papers shown

Title
A Selective Learning Method for Temporal Graph Continual Learning Hanmo Liu Shimin Di Haoyang Li Xun Jian Yufei Wang Lei Chen CLL 51 0 0 03 Mar 2025
Scalable Graph Condensation with Evolving Capabilities Shengbo Gong Mohammad Hashemi Juntong Ni Carl Yang Wei-dong Jin 79 2 0 24 Feb 2025
Temporal-Aware Evaluation and Learning for Temporal Graph Neural Networks Junwei Su Shan Wu 79 0 0 10 Dec 2024
Replay-and-Forget-Free Graph Class-Incremental Learning: A Task Profiling and Prompting Approach Chaoxi Niu Guansong Pang Ling-Hao Chen Bing Liu CLL 36 3 0 14 Oct 2024
On the Topology Awareness and Generalization Performance of Graph Neural Networks Junwei Su Chuan Wu AI4CE 32 0 0 07 Mar 2024
DSLR: Diversity Enhancement and Structure Learning for Rehearsal-based Graph Continual Learning Seungyoon Choi Wonjoong Kim Sungwon Kim Yeonjun In Sein Kim Chanyoung Park CLL 30 5 0 21 Feb 2024
Continual Learning on Graphs: Challenges, Solutions, and Opportunities Xikun Zhang Dongjin Song Dacheng Tao CLL 26 7 0 18 Feb 2024
Continual Learning on Graphs: A Survey Zonggui Tian Duanhao Zhang Hong-Ning Dai 49 5 0 09 Feb 2024
MTRGL:Effective Temporal Correlation Discerning through Multi-modal Temporal Relational Graph Learning Junwei Su Shan Wu Jinhui Li AIFin 27 2 0 25 Jan 2024
Predicting the structure of dynamic graphs Sevvandi Kandanaarachchi AI4TS AI4CE 27 0 0 08 Jan 2024
PUMA: Efficient Continual Graph Learning for Node Classification with Graph Condensation Yilun Liu Ruihong Qiu Yanran Tang Hongzhi Yin Zi Huang 24 5 0 22 Dec 2023
On the Limitation and Experience Replay for GNNs in Continual Learning Junwei Su Difan Zou Chuan Wu CLL 21 4 0 07 Feb 2023
Overcoming Catastrophic Forgetting in Graph Neural Networks Huihui Liu Yiding Yang Xinchao Wang 168 112 0 10 Dec 2020
Contextual Stochastic Block Models Y. Deshpande Andrea Montanari Elchanan Mossel S. Sen 103 153 0 23 Jul 2018