Title
Unifying Text Semantics and Graph Structures for Temporal Text-attributed Graphs with Large Language Models Siwei Zhang Yun Xiong Yateng Tang Xi Chen Zian Jia Zehao Gu Jiarong Xu Jiawei Zhang AI4CE 70 1 0 18 Mar 2025
UniDyG: A Unified and Effective Representation Learning Approach for Large Dynamic Graphs Yuanyuan Xu Wenjie Zhang Xuemin Lin Y. Zhang AI4TS 39 0 0 23 Feb 2025
Towards Ideal Temporal Graph Neural Networks: Evaluations and Conclusions after 10,000 GPU Hours Yuxin Yang Hongkuan Zhou R. Kannan Viktor Prasanna 30 0 0 31 Dec 2024
THeGCN: Temporal Heterophilic Graph Convolutional Network Yuchen Yan Yuzhong Chen Huiyuan Chen Xiaoting Li Zhe Xu Zhichen Zeng Lihui Liu Zhining Liu Hanghang Tong 82 0 0 21 Dec 2024
Temporal-Aware Evaluation and Learning for Temporal Graph Neural Networks Junwei Su Shan Wu 72 0 0 10 Dec 2024
Training MLPs on Graphs without Supervision Zehong Wang Zheyuan Zhang Chuxu Zhang Yanfang Ye 70 5 0 05 Dec 2024
Retrofitting Temporal Graph Neural Networks with Transformer Qiang Huang Xiao Yan Xin Wang Susie Xi Rao Zhichao Han Fangcheng Fu Wentao Zhang Jiawei Jiang AI4CE 24 2 0 09 Sep 2024
DyGMamba: Efficiently Modeling Long-Term Temporal Dependency on Continuous-Time Dynamic Graphs with State Space Models Zifeng Ding Yifeng Li Yuan He Antonio Norelli Jingcheng Wu Volker Tresp Yunpu Ma Michael Bronstein Mamba 44 3 0 08 Aug 2024
Graph Memory Learning: Imitating Lifelong Remembering and Forgetting of Brain Networks Jiaxing Miao Liang Hu Qi Zhang LongBing Cao CLL 46 0 0 27 Jul 2024
Dynamic Graph Transformer with Correlated Spatial-Temporal Positional Encoding Zhe Wang Sheng Zhou Jiawei Chen Zhen Zhang Binbin Hu Yan Feng Chun-Yen Chen Can Wang AI4TS 24 2 0 24 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 29 0 0 10 Jul 2024
Efficient Neural Common Neighbor for Temporal Graph Link Prediction Xiaohui Zhang Yanbo Wang Xiyuan Wang Muhan Zhang 26 1 0 12 Jun 2024
CTRL: Continuous-Time Representation Learning on Temporal Heterogeneous Information Network Chenglin Li Yuanzhen Xie Chenyun Yu Lei Cheng Bo Hu Zang Li Di Niu 30 0 0 11 May 2024
Input Snapshots Fusion for Scalable Discrete-Time Dynamic Graph Neural Networks QingGuo Qi Hongyang Chen Minhao Cheng Han Liu 28 0 0 11 May 2024
TrafficGPT: Towards Multi-Scale Traffic Analysis and Generation with Spatial-Temporal Agent Framework Jinhui Ouyang Yijie Zhu Xiang Yuan Di Wu 23 0 0 08 May 2024
A Comprehensive Survey of Dynamic Graph Neural Networks: Models, Frameworks, Benchmarks, Experiments and Challenges ZhengZhao Feng Rui Wang TianXing Wang Mingli Song Sai Wu Shuibing He AI4CE 24 10 0 01 May 2024
A survey of dynamic graph neural networks Yanping Zheng Lu Yi Zhewei Wei AI4TS AI4CE 25 7 0 28 Apr 2024
MSPipe: Efficient Temporal GNN Training via Staleness-Aware Pipeline Guangming Sheng Junwei Su Chao Huang Chuan Wu 25 5 0 23 Feb 2024
SLADE: Detecting Dynamic Anomalies in Edge Streams without Labels via Self-Supervised Learning Jongha Lee Sunwoo Kim Kijung Shin AI4TS 41 3 0 19 Feb 2024
Graph Inference Acceleration by Learning MLPs on Graphs without Supervision Zehong Wang Zheyuan Zhang Chuxu Zhang Yanfang Ye 20 0 0 14 Feb 2024
Link-aware link prediction over temporal graph by pattern recognition Bingqing Liu Xikun Huang AI4CE 11 2 0 11 Feb 2024
NeutronStream: A Dynamic GNN Training Framework with Sliding Window for Graph Streams Chaoyi Chen Dechao Gao Yanfeng Zhang Qiange Wang Zhenbo Fu Xuecang Zhang Junhua Zhu Yu Gu Ge Yu GNN 33 5 0 05 Dec 2023
HOT: Higher-Order Dynamic Graph Representation Learning with Efficient Transformers Maciej Besta Afonso Claudino Catarino Lukas Gianinazzi Nils Blach Piotr Nyczyk H. Niewiadomski Torsten Hoefler 30 6 0 30 Nov 2023
LasTGL: An Industrial Framework for Large-Scale Temporal Graph Learning Jintang Li Jiawang Dan Ruofan Wu Jing Zhou Sheng Tian ... Changhua Meng Weiqiang Wang Yuchang Zhu Liang Chen Zibin Zheng AI4CE 39 0 0 28 Nov 2023
Serving Deep Learning Model in Relational Databases Alexandre Eichenberger Qi Lin Saif Masood Hong Min Alexander Sim ... Yida Wang Kesheng Wu Binhang Yuan Lixi Zhou Jia Zou 13 0 0 07 Oct 2023
STAG: Enabling Low Latency and Low Staleness of GNN-based Services with Dynamic Graphs Jiawen Wang Quan Chen Deze Zeng Zhuo Song Chen Chen Minyi Guo GNN 22 2 0 27 Sep 2023
iLoRE: Dynamic Graph Representation with Instant Long-term Modeling and Re-occurrence Preservation Siwei Zhang Yun Xiong Yao Zhang Xixi Wu Yiheng Sun Jiawei Zhang AI4TS 12 4 0 05 Sep 2023
Spear and Shield: Adversarial Attacks and Defense Methods for Model-Based Link Prediction on Continuous-Time Dynamic Graphs Dongjin Lee Juho Lee Kijung Shin AAML 21 1 0 21 Aug 2023
From random-walks to graph-sprints: a low-latency node embedding framework on continuous-time dynamic graphs Ahmad Naser Eddin Jacopo Bono David Oliveira Aparício Hugo Ferreira João Tiago Ascensão Pedro Ribeiro P. Bizarro 25 2 0 17 Jul 2023
DistTGL: Distributed Memory-Based Temporal Graph Neural Network Training Hongkuan Zhou Da Zheng Xiang Song George Karypis Viktor Prasanna GNN 21 13 0 14 Jul 2023
The Evolution of Distributed Systems for Graph Neural Networks and their Origin in Graph Processing and Deep Learning: A Survey Jana Vatter R. Mayer Hans-Arno Jacobsen GNN AI4TS AI4CE 33 23 0 23 May 2023
Decoupled Graph Neural Networks for Large Dynamic Graphs Yanping Zheng Zhewei Wei Jiajun Liu GNN BDL AI4TS AI4CE 24 13 0 14 May 2023
Boosting long-term forecasting performance for continuous-time dynamic graph networks via data augmentation Yu Tian Mingjie Zhu Jiachi Luo Song Li 19 0 0 12 Apr 2023
Dynamic Graph Representation Learning with Neural Networks: A Survey Leshanshui Yang Sébastien Adam Clément Chatelain AI4TS AI4CE 26 14 0 12 Apr 2023
Towards Open Temporal Graph Neural Networks Kaituo Feng Changsheng Li Xiaolu Zhang Jun Zhou AI4CE 22 15 0 27 Mar 2023
Towards Better Dynamic Graph Learning: New Architecture and Unified Library Le Yu Leilei Sun Bowen Du Weifeng Lv AI4CE 20 96 0 23 Mar 2023
Do We Really Need Complicated Model Architectures For Temporal Networks? Weilin Cong Si Zhang Jian Kang Baichuan Yuan Hao Wu Xin Zhou Hanghang Tong Mehrdad Mahdavi GNN AI4TS 31 113 0 22 Feb 2023
GTRL: An Entity Group-Aware Temporal Knowledge Graph Representation Learning Method Xing Tang Ling-Hao Chen AI4TS 8 4 0 22 Feb 2023
TIGER: Temporal Interaction Graph Embedding with Restarts Yao Zhang Yun Xiong Yongxiang Liao Yiheng Sun Yucheng Jin Xuehao Zheng Yangyong Zhu 22 23 0 13 Feb 2023
Graph Neural Networks for temporal graphs: State of the art, open challenges, and opportunities Antonio Longa Veronica Lachi G. Santin Monica Bianchini Bruno Lepri Pietro Lió F. Scarselli Andrea Passerini AI4CE 13 50 0 02 Feb 2023
Who Should I Engage with At What Time? A Missing Event Aware Temporal Graph Neural Network Mingyi Liu Zhiying Tu Xiaofei Xu Zhongjie Wang AI4TS 11 2 0 20 Jan 2023
Graph Sequential Neural ODE Process for Link Prediction on Dynamic and Sparse Graphs Linhao Luo Reza Haffari Shirui Pan AI4TS 23 30 0 15 Nov 2022
TPGNN: Learning High-order Information in Dynamic Graphs via Temporal Propagation Zehong Wang Qi Li Donghua Yu 27 3 0 03 Oct 2022
Provably expressive temporal graph networks Amauri Souza Diego Mesquita Samuel Kaski Vikas K. Garg 87 54 0 29 Sep 2022
Neighborhood-aware Scalable Temporal Network Representation Learning Yu Luo Pan Li GNN AI4TS 24 47 0 02 Sep 2022
DisenHCN: Disentangled Hypergraph Convolutional Networks for Spatiotemporal Activity Prediction Yinfeng Li Chen Gao Quanming Yao Tong Li Depeng Jin Yong Li HAI 22 7 0 14 Aug 2022
Representation Learning in Continuous-Time Dynamic Signed Networks Kartik Sharma Mohit Raghavendra Y. Lee M. Anandkumar Srijan Kumar 24 8 0 07 Jul 2022
Continuous Temporal Graph Networks for Event-Based Graph Data Jin Guo Zhen Han Zhou Su Jiliang Li Volker Tresp Yuyi Wang AI4CE 8 5 0 31 May 2022
BRIGHT -- Graph Neural Networks in Real-Time Fraud Detection Mingxuan Lu Zhichao Han Susie Xi Rao Zitao Zhang Yang Zhao Yinan Shan Ramesh Raghunathan Ce Zhang Jiawei Jiang GNN 12 30 0 25 May 2022
Modelling graph dynamics in fraud detection with "Attention" Susie Xi Rao Clémence Lanfranchi Shuai Zhang Zhichao Han Zitao Zhang Wei Min Mo Cheng Yinan Shan Yang Zhao Ce Zhang 19 4 0 22 Apr 2022