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
Directed Acyclic Graph Structure Learning from Dynamic Graphs Shaohua Fan Shuyang Zhang Xiao Wang Chuan Shi CML 36 5 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 39 7 0 26 Nov 2022
Learning Feynman Diagrams using Graph Neural Networks Harrison Mitchell Alexander Norcliffe Pietro Lio GNN 15 2 0 25 Nov 2022
Modeling Multivariate Biosignals With Graph Neural Networks and Structured State Space Models Siyi Tang Jared A. Dunnmon Liangqiong Qu Khaled Kamal Saab T. Baykaner Christopher Lee-Messer D. Rubin 30 21 0 21 Nov 2022
Graph Sequential Neural ODE Process for Link Prediction on Dynamic and Sparse Graphs Linhao Luo Reza Haffari Shirui Pan AI4TS 28 30 0 15 Nov 2022
Influencer Detection with Dynamic Graph Neural Networks Elena Tiukhova Emiliano Penaloza María Óskarsdóttir Hernán García Alejandro Correa-Bahnsen Bart Baesens M. Snoeck Cristián Bravo GNN 33 5 0 15 Nov 2022
Time-aware Random Walk Diffusion to Improve Dynamic Graph Learning Jong-whi Lee Jinhong Jung 24 11 0 02 Nov 2022
DyG2Vec: Efficient Representation Learning for Dynamic Graphs Mohammad Ali Alomrani Mahdi Biparva Yingxue Zhang Mark J. Coates AI4TS 36 3 0 30 Oct 2022
Explaining the Explainers in Graph Neural Networks: a Comparative Study Antonio Longa Steve Azzolin G. Santin G. Cencetti Pietro Lio Bruno Lepri Andrea Passerini 46 27 0 27 Oct 2022
Deep Learning-Derived Optimal Aviation Strategies to Control Pandemics S. Rizvi Akash Awasthi Maria J. Peláez Zhihui Wang V. Cristini Hien Nguyen P. Dogra 19 1 0 12 Oct 2022
Modular Flows: Differential Molecular Generation Yogesh Verma Samuel Kaski Markus Heinonen Vikas K. Garg 29 14 0 12 Oct 2022
Bottleneck Analysis of Dynamic Graph Neural Network Inference on CPU and GPU Han-Chen Chen Yahya Alhinai Yihan Jiang Eunjee Na Cong Hao GNN AI4CE 25 5 0 08 Oct 2022
Trust in Motion: Capturing Trust Ascendancy in Open-Source Projects using Hybrid AI H. Sánchez Briland Hitaj 27 1 0 06 Oct 2022
TPGNN: Learning High-order Information in Dynamic Graphs via Temporal Propagation Zehong Wang Qi Li Donghua Yu 27 3 0 03 Oct 2022
Direct Embedding of Temporal Network Edges via Time-Decayed Line Graphs Sudhanshu Chanpuriya Ryan A. Rossi Sungchul Kim Tong Yu Jane Hoffswell Nedim Lipka Shunan Guo Cameron Musco AI4TS 81 10 0 30 Sep 2022
Provably expressive temporal graph networks Amauri Souza Diego Mesquita Samuel Kaski Vikas K. Garg 89 54 0 29 Sep 2022
Reasoning over Multi-view Knowledge Graphs Zhaohan Xi Ren Pang Changjiang Li Tianyu Du S. Ji Fenglong Ma Ting Wang 38 4 0 27 Sep 2022
Memory-Augmented Graph Neural Networks: A Brain-Inspired Review Guixiang Ma Vy A. Vo Ted Willke Nesreen Ahmed 35 1 0 22 Sep 2022
Rethinking The Memory Staleness Problem In Dynamics GNN Mor Ventura Hadas Ben-Atya Dekel Brav 13 0 0 06 Sep 2022
Neighborhood-aware Scalable Temporal Network Representation Learning Yu Luo Pan Li GNN AI4TS 29 47 0 02 Sep 2022
Representing Social Networks as Dynamic Heterogeneous Graphs Negar Maleki Balaji Padmanabhan K. Dutta 16 2 0 02 Sep 2022
A Self-supervised Riemannian GNN with Time Varying Curvature for Temporal Graph Learning Li Sun Junda Ye Hao Peng Philip S. Yu 34 26 0 30 Aug 2022
Remote Work Optimization with Robust Multi-channel Graph Neural Networks Qinyi Zhu Liang Wu Qi Guo Liangjie Hong 14 0 0 26 Aug 2022
A Survey on Temporal Graph Representation Learning and Generative Modeling Shubham Gupta Srikanta J. Bedathur AI4TS AI4CE 32 6 0 25 Aug 2022
Data Augmentation for Graph Data: Recent Advancements Maria Marrium Arif Mahmood 23 7 0 25 Aug 2022
AoI-based Temporal Attention Graph Neural Network for Popularity Prediction and Content Caching Jianhang Zhu Rongpeng Li Guoru Ding Chan Wang Jianjun Wu Zhifeng Zhao Honggang Zhang GNN 16 13 0 18 Aug 2022
ROLAND: Graph Learning Framework for Dynamic Graphs Jiaxuan You Tianyu Du J. Leskovec AI4CE 18 164 0 15 Aug 2022
Scaling Up Dynamic Graph Representation Learning via Spiking Neural Networks Jintang Li Zhouxin Yu Zulun Zhu Liang Chen Qi Yu Zibin Zheng Sheng Tian Ruofan Wu Changhua Meng GNN 24 31 0 15 Aug 2022
Long Short-Term Preference Modeling for Continuous-Time Sequential Recommendation Huixuan Chi Haonan Xu Hao Fu Mengya Liu Mengdi Zhang Yuji Yang Qinfen Hao Wei Wu 9 4 0 01 Aug 2022
Robust Knowledge Adaptation for Dynamic Graph Neural Networks Han Li Changsheng Li Kaituo Feng Ye Yuan Guoren Wang H. Zha 34 13 0 22 Jul 2022
Towards Better Evaluation for Dynamic Link Prediction Farimah Poursafaei Shenyang Huang Kellin Pelrine Reihaneh Rabbany 18 96 0 20 Jul 2022
Operation-Level Performance Benchmarking of Graph Neural Networks for Scientific Applications Ryien Hosseini F. Simini V. Vishwanath GNN 23 2 0 20 Jul 2022
Representation Learning in Continuous-Time Dynamic Signed Networks Kartik Sharma Mohit Raghavendra Y. Lee M. Anandkumar Srijan Kumar 34 8 0 07 Jul 2022
TREE-G: Decision Trees Contesting Graph Neural Networks Maya Bechler-Speicher Amir Globerson Ran Gilad-Bachrach 30 3 0 06 Jul 2022
Time-aware Dynamic Graph Embedding for Asynchronous Structural Evolution Yu Yang Hongzhi Yin Jiannong Cao Tong Chen Quoc Viet Hung Nguyen Xiaofang Zhou Lei Chen 6 12 0 01 Jul 2022
Trajectory Forecasting on Temporal Graphs Görkay Aydemir Adil Kaan Akan Fatma Guney 20 5 0 01 Jul 2022
Continuous-Time and Multi-Level Graph Representation Learning for Origin-Destination Demand Prediction Liangzhe Han Xiaojian Ma Leilei Sun Bowen Du Yanjie Fu Weifeng Lv Hui Xiong AI4TS 37 26 0 30 Jun 2022
Modeling Oceanic Variables with Dynamic Graph Neural Networks Caio F. D. Netto M. R. Barros Jefferson F. Coelho L. Freitas F. M. Moreno ... M. Dottori Fabio Gagliardi Cozman A. H. R. Costa E. Gomi E. Tannuri 23 1 0 25 Jun 2022
Calibrating Agent-based Models to Microdata with Graph Neural Networks Joel Dyer Patrick W Cannon J. Farmer Sebastian M. Schmon 41 11 0 15 Jun 2022
Recommender Transformers with Behavior Pathways Zhiyu Yao Xinyang Chen Sinan Wang Qinyan Dai Yumeng Li Tanchao Zhu Mingsheng Long 19 3 0 13 Jun 2022
Continuous Temporal Graph Networks for Event-Based Graph Data Jin Guo Zhen Han Zhou Su Jiliang Li Volker Tresp Yuyi Wang AI4CE 13 5 0 31 May 2022
Dynamic Graph Learning Based on Hierarchical Memory for Origin-Destination Demand Prediction Ruixing Zhang Liangzhe Han Boyi Liu Jiayuan Zeng Leilei Sun AI4TS 22 13 0 29 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 17 30 0 25 May 2022
CEP3: Community Event Prediction with Neural Point Process on Graph Xuhong Wang Sirui Chen Yixuan He Minjie Wang Quan Gan Yupu Yang Junchi Yan 20 0 0 21 May 2022
A Unified and Biologically-Plausible Relational Graph Representation of Vision Transformers Yuzhong Chen Yu Du Zhe Xiao Lin Zhao Lu Zhang ... Dajiang Zhu Tuo Zhang Xintao Hu Tianming Liu Xi Jiang ViT 27 5 0 20 May 2022
Scalable algorithms for physics-informed neural and graph networks K. Shukla Mengjia Xu N. Trask George Karniadakis PINN AI4CE 72 40 0 16 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 21 4 0 22 Apr 2022
EXPERT: Public Benchmarks for Dynamic Heterogeneous Academic Graphs Sameera Horawalavithana Ellyn Ayton A. Usenko Shivam Sharma Jasmine Eshun Robin Cosbey M. Glenski Svitlana Volkova 37 2 0 14 Apr 2022
Continuous-Time User Preference Modelling for Temporal Sets Prediction Le Yu Zihang Liu Leilei Sun Bowen Du T. Zhu Weifeng Lv 14 6 0 12 Apr 2022
Graph Neural Networks Designed for Different Graph Types: A Survey J. M. Thomas Alice Moallemy-Oureh Silvia Beddar-Wiesing Clara Holzhuter 26 29 0 06 Apr 2022