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
BenchTemp: A General Benchmark for Evaluating Temporal Graph Neural Networks Qian Huang Jiawei Jiang Xi Rao Ce Zhang Zhichao Han ... Quanqing Xu Yang Zhao Chuang Hu Shuo Shang Bo Du 25 8 0 31 Aug 2023
A Survey on Privacy in Graph Neural Networks: Attacks, Preservation, and Applications Yi Zhang Yuying Zhao Zhaoqing Li Xueqi Cheng Yu-Chiang Frank Wang Olivera Kotevska Philip S. Yu Tyler Derr 26 10 0 31 Aug 2023
SPEED: Streaming Partition and Parallel Acceleration for Temporal Interaction Graph Embedding Xiangshan Chen Yongxiang Liao Yun Xiong Yao Zhang Si-Yuan Zhang Jiawei Zhang Yiheng Sun 23 6 0 27 Aug 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 28 1 0 21 Aug 2023
Freshness or Accuracy, Why Not Both? Addressing Delayed Feedback via Dynamic Graph Neural Networks Xiaolin Zheng Zhongyu Wang Chaochao Chen Feng Zhu Jiashu Qian 25 0 0 15 Aug 2023
Towards Temporal Edge Regression: A Case Study on Agriculture Trade Between Nations Lekang Jiang Caiqi Zhang Farimah Poursafaei Shenyang Huang 34 2 0 15 Aug 2023
Effect of Choosing Loss Function when Using T-batching for Representation Learning on Dynamic Networks Erfan Loghmani MohammadAmin Fazli 18 4 0 13 Aug 2023
Kairos: Practical Intrusion Detection and Investigation using Whole-system Provenance Zijun Cheng Qiujian Lv Jinyuan Liang Yan Wang Degang Sun Thomas Pasquier Xueyuan Han 21 33 0 09 Aug 2023
Event-based Dynamic Graph Representation Learning for Patent Application Trend Prediction Tao Zou Le Yu Leilei Sun Bo Du Deqing Wang Fuzhen Zhuang 15 8 0 04 Aug 2023
Fake News Detection Through Graph-based Neural Networks: A Survey Shuzhi Gong Richard Sinnott Jianzhong Qi Cécile Paris GNN 44 5 0 24 Jul 2023
An Empirical Evaluation of Temporal Graph Benchmark Le Yu 22 5 0 24 Jul 2023
Anticipating Technical Expertise and Capability Evolution in Research Communities using Dynamic Graph Transformers Sameera Horawalavithana Ellyn Ayton A. Usenko Robin Cosbey Svitlana Volkova AI4TS 25 0 0 18 Jul 2023
Neural Priority Queues for Graph Neural Networks Rishabh Jain Petar Velivcković Pietro Lio GNN 32 5 0 18 Jul 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 37 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 29 13 0 14 Jul 2023
Deep learning for dynamic graphs: models and benchmarks Alessio Gravina D. Bacciu GNN AI4CE 40 11 0 12 Jul 2023
DyEdgeGAT: Dynamic Edge via Graph Attention for Early Fault Detection in IIoT Systems Meng J. Zhao Olga Fink 32 6 0 07 Jul 2023
CPDG: A Contrastive Pre-Training Method for Dynamic Graph Neural Networks Yuan-Qi Bei Haonan Xu Sheng Zhou Huixuan Chi Haishuai Wang Mengdi Zhang Zhao Li Jiajun Bu 44 6 0 06 Jul 2023
TransformerG2G: Adaptive time-stepping for learning temporal graph embeddings using transformers Alan John Varghese Aniruddha Bora Mengjia Xu George Karniadakis 36 5 0 05 Jul 2023
Temporal Graph Benchmark for Machine Learning on Temporal Graphs Shenyang Huang Farimah Poursafaei Jacob Danovitch Matthias Fey Weihua Hu Emanuele Rossi J. Leskovec Michael M. Bronstein Guillaume Rabusseau Reihaneh Rabbany 32 84 0 03 Jul 2023
Time-aware Graph Structure Learning via Sequence Prediction on Temporal Graphs Haozhen Zhang Xueting Han Xi Xiao Jing Bai 24 8 0 13 Jun 2023
arXiv4TGC: Large-Scale Datasets for Temporal Graph Clustering Meng Liu K. Liang Yue Liu Siwei Wang Sihang Zhou Xinwang Liu AI4CE 23 4 0 08 Jun 2023
Networked Time Series Imputation via Position-aware Graph Enhanced Variational Autoencoders Dingsu Wang Yuchen Yan Ruizhong Qiu Yada Zhu Kaiyu Guan A. Margenot Hanghang Tong AI4TS 43 27 0 29 May 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 48 23 0 23 May 2023
Deep Temporal Graph Clustering Meng Liu Yue Liu K. Liang Wenxuan Tu Siwei Wang Sihang Zhou Xinwang Liu 35 47 0 18 May 2023
Less Can Be More: Unsupervised Graph Pruning for Large-scale Dynamic Graphs Jintang Li Sheng Tian Ruofan Wu Liang Zhu Welong Zhao Changhua Meng Liang Chen Zibin Zheng Hongzhi Yin 39 10 0 18 May 2023
Decoupled Graph Neural Networks for Large Dynamic Graphs Yanping Zheng Zhewei Wei Jiajun Liu GNN BDL AI4TS AI4CE 29 13 0 14 May 2023
Predicting COVID-19 pandemic by spatio-temporal graph neural networks: A New Zealand's study V. Nguyen Truong-Son Hy Long Tran-Thanh N. Nghiem 32 5 0 12 May 2023
Analysis of different temporal graph neural network configurations on dynamic graphs Rishu Verma Ashmita Bhattacharya Sai Naveen Katla 12 1 0 02 May 2023
EvoluNet: Advancing Dynamic Non-IID Transfer Learning on Graphs Haohui Wang Yuzhen Mao Yujun Yan Yaoqing Yang Jianhui Sun ... Si Zhang Alison Hu Edward Bowen Tyler Cody Dawei Zhou 44 2 0 01 May 2023
Temporal Aggregation and Propagation Graph Neural Networks for Dynamic Representation Tongya Zheng Xinchao Wang Zunlei Feng Mingli Song Yunzhi Hao Mingli Song Xingen Wang Xinyu Wang Chun-Yen Chen AI4TS 29 11 0 15 Apr 2023
HGWaveNet: A Hyperbolic Graph Neural Network for Temporal Link Prediction Qijie Bai Chang Nie Haiwei Zhang Dongming Zhao Xiaojie Yuan 19 20 0 14 Apr 2023
Boosting long-term forecasting performance for continuous-time dynamic graph networks via data augmentation Yu Tian Mingjie Zhu Jiachi Luo Song Li 29 0 0 12 Apr 2023
Dynamic Graph Representation Learning with Neural Networks: A Survey Leshanshui Yang Sébastien Adam Clément Chatelain AI4TS AI4CE 39 14 0 12 Apr 2023
Towards Open Temporal Graph Neural Networks Kaituo Feng Changsheng Li Xiaolu Zhang Jun Zhou AI4CE 30 15 0 27 Mar 2023
Towards Better Dynamic Graph Learning: New Architecture and Unified Library Le Yu Leilei Sun Bowen Du Weifeng Lv AI4CE 29 96 0 23 Mar 2023
EasyDGL: Encode, Train and Interpret for Continuous-time Dynamic Graph Learning Chao Chen Haoyu Geng Nianzu Yang Xiaokang Yang Junchi Yan 27 8 0 22 Mar 2023
FTM: A Frame-level Timeline Modeling Method for Temporal Graph Representation Learning Bowen Cao Qichen Ye Weiyuan Xu Yuexian Zou 33 1 0 23 Feb 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
Learning Dynamic Graph Embeddings with Neural Controlled Differential Equations Tiexin Qin Benjamin Walker Terry Lyons Hongfei Yan Haoliang Li BDL AI4CE 19 3 0 22 Feb 2023
GTRL: An Entity Group-Aware Temporal Knowledge Graph Representation Learning Method Xing Tang Ling-Hao Chen AI4TS 22 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 24 0 13 Feb 2023
Interaction Order Prediction for Temporal Graphs N. Bannur Mashrin Srivastava Harsha Vardhan 29 0 0 04 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 25 50 0 02 Feb 2023
Predicting the Silent Majority on Graphs: Knowledge Transferable Graph Neural Network Wendong Bi Bingbing Xu Xiaoqian Sun Li Xu Huawei Shen Xueqi Cheng 35 16 0 02 Feb 2023
Recurrences reveal shared causal drivers of complex time series W. Gilpin CML AI4TS 34 6 0 31 Jan 2023
Semantics-enhanced Temporal Graph Networks for Content Popularity Prediction Jianhang Zhu Rongpeng Li Xianfu Chen S. Mao Jianjun Wu Zhifeng Zhao 33 5 0 29 Jan 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 21 2 0 20 Jan 2023
Piecewise-Velocity Model for Learning Continuous-time Dynamic Node Representations Abdulkadir Çelikkanat Nikolaos Nakis Morten Mørup 53 6 0 23 Dec 2022
Dynamic Graph Node Classification via Time Augmentation Jiarui Sun Mengting Gu Chin-Chia Michael Yeh Yujie Fan Girish Chowdhary Wei Zhang 26 1 0 07 Dec 2022