Graph Lifelong Learning: A Survey

22 February 2022

Papers citing "Graph Lifelong Learning: A Survey"

33 / 33 papers shown

Title
Graph Condensation: A Survey Xin Gao Junliang Yu Wei Jiang Tong Chen Wentao Zhang Hongzhi Yin DD 83 19 0 28 Jan 2025
METANOIA: A Lifelong Intrusion Detection and Investigation System for Mitigating Concept Drift J. Ying Tiantian Zhu Aohan Zheng Tieming Chen Mingqi Lv Yan Chen 31 0 0 03 Jan 2025
Replay-and-Forget-Free Graph Class-Incremental Learning: A Task Profiling and Prompting Approach Chaoxi Niu Guansong Pang Ling-Hao Chen Bing Liu CLL 21 3 0 14 Oct 2024
Slicing Input Features to Accelerate Deep Learning: A Case Study with Graph Neural Networks Zhengjia Xu Dingyang Lyu Jinghui Zhang GNN 25 0 0 21 Aug 2024
E-CGL: An Efficient Continual Graph Learner Jianhao Guo Zixuan Ni Yun Zhu Siliang Tang CLL 19 0 0 18 Aug 2024
Graph Memory Learning: Imitating Lifelong Remembering and Forgetting of Brain Networks Jiaxing Miao Liang Hu Qi Zhang LongBing Cao CLL 34 0 0 27 Jul 2024
Graph Transformers: A Survey Ahsan Shehzad Feng Xia Shagufta Abid Ciyuan Peng Shuo Yu Dongyu Zhang Karin Verspoor AI4CE 23 9 0 13 Jul 2024
Deep-Graph-Sprints: Accelerated Representation Learning in Continuous-Time Dynamic Graphs Ahmad Naser Eddin Jacopo Bono David Aparício Hugo Ferreira Pedro Ribeiro P. Bizarro GNN 21 0 0 10 Jul 2024
LingML: Linguistic-Informed Machine Learning for Enhanced Fake News Detection Jasraj Singh Fang Liu Hong Xu Bee Chin Ng Wei Zhang AI4CE 16 0 0 07 May 2024
Acceleration Algorithms in GNNs: A Survey Lu Ma Zeang Sheng Xunkai Li Xin Gao Zhezheng Hao Ling Yang Wentao Zhang Bin Cui GNN 29 3 0 07 May 2024
Continual Learning for Smart City: A Survey Li Yang Zhipeng Luo Shi-sheng Zhang Fei Teng Tian-Jie Li HAI 22 6 0 01 Apr 2024
Graph Learning under Distribution Shifts: A Comprehensive Survey on Domain Adaptation, Out-of-distribution, and Continual Learning Man Wu Xin-Yang Zheng Qin Zhang Xiao Shen Xiong Luo Xingquan Zhu Shirui Pan OOD 52 6 0 26 Feb 2024
Continual Learning on Graphs: Challenges, Solutions, and Opportunities Xikun Zhang Dongjin Song Dacheng Tao CLL 21 7 0 18 Feb 2024
Benchmarking Sensitivity of Continual Graph Learning for Skeleton-Based Action Recognition Wei Wei Tom De Schepper Kevin Mets 29 2 0 31 Jan 2024
Balanced Graph Structure Information for Brain Disease Detection F. Febrinanto Mujie Liu Feng Xia 13 3 0 30 Dec 2023
Open-World Lifelong Graph Learning Marcel Hoffmann Lukas Galke A. Scherp 11 4 0 19 Oct 2023
Universal Graph Continual Learning Thanh Duc Hoang Do Viet Tung Duy-Hung Nguyen Bao-Sinh Nguyen Huy Hoang Nguyen Hung Le CLL 10 2 0 27 Aug 2023
Structure-free Graph Condensation: From Large-scale Graphs to Condensed Graph-free Data Xin Zheng Miao Zhang C. Chen Quoc Viet Hung Nguyen Xingquan Zhu Shirui Pan DD 24 35 0 05 Jun 2023
Learning Continually on a Sequence of Graphs -- The Dynamical System Way Krishnan Raghavan Prasanna Balaprakash 14 0 0 19 May 2023
On the Limitation and Experience Replay for GNNs in Continual Learning Junwei Su Difan Zou Chuan Wu CLL 9 4 0 07 Feb 2023
Continual Graph Learning: A Survey Qiao Yuan S. Guan Pin Ni Tianlun Luo Ka Lok Man Prudence W. H. Wong Victor I. Chang CLL 11 14 0 28 Jan 2023
Self-Supervised Continual Graph Learning in Adaptive Riemannian Spaces Li Sun Junda Ye Hao Peng Feiyang Wang Philip S. Yu CLL 11 30 0 30 Nov 2022
BeGin: Extensive Benchmark Scenarios and An Easy-to-use Framework for Graph Continual Learning Jihoon Ko Shinhwan Kang Taehyung Kwon Heechan Moon Kijung Shin CLL 8 7 0 26 Nov 2022
tegdet: An extensible Python Library for Anomaly Detection using Time-Evolving Graphs Simona Bernardi José Merseguer Raúl Javierre AI4TS 11 2 0 17 Oct 2022
Lifelong Learning for Neural powered Mixed Integer Programming S. Manchanda Sayan Ranu CLL 20 1 0 24 Aug 2022
SS-GNN: A Simple-Structured Graph Neural Network for Affinity Prediction Shuke Zhang Yan Jin Tianmeng Liu Qi Wang Zhaohui Zhang Shuliang Zhao Bo Shan 14 15 0 25 May 2022
Lifelong Learning on Evolving Graphs Under the Constraints of Imbalanced Classes and New Classes Lukas Galke Iacopo Vagliano Benedikt Franke Tobias Zielke Marcel Hoffmann A. Scherp CLL 16 12 0 20 Dec 2021
Generalized Out-of-Distribution Detection: A Survey Jingkang Yang Kaiyang Zhou Yixuan Li Ziwei Liu 159 812 0 21 Oct 2021
Overcoming Catastrophic Forgetting in Graph Neural Networks Huihui Liu Yiding Yang Xinchao Wang 151 90 0 10 Dec 2020
Line Graph Neural Networks for Link Prediction Lei Cai Jundong Li Jie Wang Shuiwang Ji GNN 127 194 0 20 Oct 2020
Benchmarking Graph Neural Networks Vijay Prakash Dwivedi Chaitanya K. Joshi Anh Tuan Luu T. Laurent Yoshua Bengio Xavier Bresson 173 907 0 02 Mar 2020
Geom-GCN: Geometric Graph Convolutional Networks Hongbin Pei Bingzhen Wei Kevin Chen-Chuan Chang Yu Lei Bo Yang GNN 167 1,058 0 13 Feb 2020
Graduate Employment Prediction with Bias Teng Guo Feng Xia Shi Zhen Xiaomei Bai Dongyu Zhang Zitao Liu Jiliang Tang 22 25 0 27 Dec 2019