Temporal Graph Networks for Deep Learning on Dynamic Graphs

18 June 2020

Papers citing "Temporal Graph Networks for Deep Learning on Dynamic Graphs"

50 / 310 papers shown

Title
SiGNN: A Spike-induced Graph Neural Network for Dynamic Graph Representation Learning Dong Chen Shuai Zheng Muhao Xu Zhenfeng Zhu Yao-Min Zhao 39 3 0 11 Mar 2024
A Differential Geometric View and Explainability of GNN on Evolving Graphs Yazheng Liu Xi Zhang Sihong Xie 21 3 0 11 Mar 2024
Spectral Invariant Learning for Dynamic Graphs under Distribution Shifts Zeyang Zhang Xin Wang Ziwei Zhang Zhou Qin Weigao Wen Hui Xue Haoyang Li Wenwu Zhu OOD 37 17 0 08 Mar 2024
Time to Cite: Modeling Citation Networks using the Dynamic Impact Single-Event Embedding Model Nikolaos Nakis Abdulkadir Çelikkanat Louis Boucherie Sune Lehmann Morten Morup 24 0 0 28 Feb 2024
Beyond Spatio-Temporal Representations: Evolving Fourier Transform for Temporal Graphs Anson Bastos Kuldeep Singh Abhishek Nadgeri Manish Singh Toyotaro Suzumura 24 1 0 25 Feb 2024
MSPipe: Efficient Temporal GNN Training via Staleness-Aware Pipeline Guangming Sheng Junwei Su Chao Huang Chuan Wu 33 5 0 23 Feb 2024
LiGNN: Graph Neural Networks at LinkedIn Fedor Borisyuk Shihai He Yunbo Ouyang Morteza Ramezani Peng Du ... David Stein Baolei Li Haichao Wei Amol Ghoting Souvik Ghosh GNN 32 11 0 17 Feb 2024
Link-aware link prediction over temporal graph by pattern recognition Bingqing Liu Xikun Huang AI4CE 27 2 0 11 Feb 2024
Prompt Learning on Temporal Interaction Graphs Xi Chen Siwei Zhang Yun Xiong Xixi Wu Jiawei Zhang Xiangguo Sun Yao Zhang Feng Zhao Yulin Kang AI4CE 34 9 0 09 Feb 2024
TASER: Temporal Adaptive Sampling for Fast and Accurate Dynamic Graph Representation Learning Gangda Deng Hongkuan Zhou Hanqing Zeng Yinglong Xia Christopher Leung Jianbo Li Rajgopal Kannan Viktor Prasanna 26 1 0 08 Feb 2024
Todyformer: Towards Holistic Dynamic Graph Transformers with Structure-Aware Tokenization Mahdi Biparva Raika Karimi Faezeh Faez Yingxue Zhang 40 3 0 02 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
A Survey of Deep Learning and Foundation Models for Time Series Forecasting John A. Miller Mohammed Aldosari Farah Saeed Nasid Habib Barna Subas Rana I. Arpinar Ninghao Liu AI4TS AI4CE 43 20 0 25 Jan 2024
Machine Learning on Dynamic Graphs: A Survey on Applications Sanaz Hasanzadeh Fard AI4CE 26 3 0 16 Jan 2024
A General Benchmark Framework is Dynamic Graph Neural Network Need Yusen Zhang 24 0 0 12 Jan 2024
Continuous-time Graph Representation with Sequential Survival Process Abdulkadir Çelikkanat Nikolaos Nakis Morten Morup 15 2 0 20 Dec 2023
Multi-perspective Feedback-attention Coupling Model for Continuous-time Dynamic Graphs Xiaobo Zhu Yan Wu Zhipeng Li Hailong Su Jin Che Zhanheng Chen Liying Wang 21 0 0 13 Dec 2023
Relational Deep Learning: Graph Representation Learning on Relational Databases Matthias Fey Weihua Hu Kexin Huang J. E. Lenssen Rishabh Ranjan Joshua Robinson Rex Ying Jiaxuan You J. Leskovec GNN 45 30 0 07 Dec 2023
On the Initialization of Graph Neural Networks Jiahang Li Ya-Zhi Song Xiang Song David Wipf GNN 13 5 0 05 Dec 2023
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 43 5 0 05 Dec 2023
A Review of Link Prediction Applications in Network Biology Ahmad F. Al Musawi Satyaki Roy Preetam Ghosh 13 1 0 03 Dec 2023
Understanding Opinions Towards Climate Change on Social Media Yashaswi Pupneja Joseph Zou Sacha Lévy Shenyang Huang 40 3 0 02 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 35 6 0 30 Nov 2023
New Perspectives on the Evaluation of Link Prediction Algorithms for Dynamic Graphs Raphaël Romero T. D. Bie Jefrey Lijffijt 26 0 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 43 0 0 28 Nov 2023
Out-of-Distribution Generalized Dynamic Graph Neural Network for Human Albumin Prediction Zeyang Zhang Xingwang Li Fei Teng Ning Lin Xueling Zhu Xin Wang Wenwu Zhu OOD 37 11 0 27 Nov 2023
Exploring Time Granularity on Temporal Graphs for Dynamic Link Prediction in Real-world Networks Xiangjian Jiang Yanyi Pu AI4TS AI4CE 26 2 0 21 Nov 2023
Environment-Aware Dynamic Graph Learning for Out-of-Distribution Generalization Haonan Yuan Qingyun Sun Xingcheng Fu Ziwei Zhang Cheng Ji Hao Peng Jianxin Li OOD 30 16 0 18 Nov 2023
Temporal Graph Representation Learning with Adaptive Augmentation Contrastive Hongjiang Chen Pengfei Jiao Huijun Tang Huaming Wu 26 8 0 07 Nov 2023
Constructing Temporal Dynamic Knowledge Graphs from Interactive Text-based Games Keunwoo Peter Yu AI4CE 51 1 0 03 Nov 2023
Calibrate and Boost Logical Expressiveness of GNN Over Multi-Relational and Temporal Graphs Yeyuan Chen Dingmin Wang 27 0 0 03 Nov 2023
TempME: Towards the Explainability of Temporal Graph Neural Networks via Motif Discovery Jialin Chen Rex Ying AI4TS 27 20 0 30 Oct 2023
LLM4DyG: Can Large Language Models Solve Spatial-Temporal Problems on Dynamic Graphs? Zeyang Zhang Xin Wang Ziwei Zhang Haoyang Li Yi Qin Wenwu Zhu 40 24 0 26 Oct 2023
GADY: Unsupervised Anomaly Detection on Dynamic Graphs Shiqi Lou Qingyue Zhang Shujie Yang Yuyang Tian Zhaoxuan Tan Minnan Luo 34 3 0 25 Oct 2023
DyExplainer: Explainable Dynamic Graph Neural Networks Tianchun Wang Dongsheng Luo Wei Cheng Haifeng Chen Xiang Zhang 35 3 0 25 Oct 2023
Multimodal Graph Learning for Modeling Emerging Pandemics with Big Data Khanh-Tung Tran Truong-Son Hy Lili Jiang Xuan-Son Vu AI4CE 18 2 0 23 Oct 2023
Dynamic Link Prediction for New Nodes in Temporal Graph Networks Xiaobo Zhu Yan Wu Qin-Hu Zhang Zhanheng Chen Ying He AI4CE 19 2 0 15 Oct 2023
Data-centric Graph Learning: A Survey Jixi Liu Deyu Bo Cheng Yang Haoran Dai Qi Zhang Yixin Xiao Yufei Peng Chuan Shi GNN 30 19 0 08 Oct 2023
ForeSeer: Product Aspect Forecasting Using Temporal Graph Embedding Zixuan Liu G. Hiranandani Kun Qian E-Wen Huang Yi Xu Belinda Zeng Karthik Subbian Sheng Wang AI4TS 35 0 0 07 Oct 2023
A Topological Perspective on Demystifying GNN-Based Link Prediction Performance Yu-Chiang Frank Wang Tong Zhao Yuying Zhao Yunchao Liu Xueqi Cheng Neil Shah Tyler Derr 26 9 0 06 Oct 2023
Leveraging Temporal Graph Networks Using Module Decoupling Or Feldman Chaim Baskin OOD OffRL 32 1 0 04 Oct 2023
Locality-Aware Graph-Rewiring in GNNs Federico Barbero A. Velingker Amin Saberi Michael M. Bronstein Francesco Di Giovanni 40 27 0 02 Oct 2023
DURENDAL: Graph deep learning framework for temporal heterogeneous networks Manuel Dileo Matteo Zignani S. Gaito 37 1 0 30 Sep 2023
Asynchronous Graph Generator Christopher P. Ley Felipe Tobar AI4TS 43 0 0 29 Sep 2023
Temporal graph models fail to capture global temporal dynamics Michal Daniluk Jacek Dkabrowski 21 2 0 27 Sep 2023
Recurrent Temporal Revision Graph Networks Yizhou Chen Anxiang Zeng Guangda Huzhang Qingtao Yu Kerui Zhang Yuan Cao Kangle Wu Han Yu Zhiming Zhou 42 3 0 22 Sep 2023
TMac: Temporal Multi-Modal Graph Learning for Acoustic Event Classification Meng Liu K. Liang Dayu Hu Hao Yu Yue Liu Lingyuan Meng Wenxuan Tu Sihang Zhou Xinwang Liu 18 25 0 21 Sep 2023
RDGSL: Dynamic Graph Representation Learning with Structure Learning Siwei Zhang Yun Xiong Yao Zhang Yiheng Sun Xiangshan Chen Yizhu Jiao Yangyong Zhu NoLa 37 11 0 05 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 17 4 0 05 Sep 2023
Trustworthiness-Driven Graph Convolutional Networks for Signed Network Embedding Min-Jeong Kim Yeon-Chang Lee David Y. Kang Sang-Wook Kim 13 0 0 02 Sep 2023