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
A Survey on Graph Representation Learning Methods Shima Khoshraftar A. An GNN AI4TS 32 108 0 04 Apr 2022
AEGNN: Asynchronous Event-based Graph Neural Networks S. Schaefer Daniel Gehrig Davide Scaramuzza GNN 21 142 0 31 Mar 2022
Graph similarity learning for change-point detection in dynamic networks Déborah Sulem Henry Kenlay Mihai Cucuringu Xiaowen Dong 35 14 0 29 Mar 2022
DAMNETS: A Deep Autoregressive Model for Generating Markovian Network Time Series J. Clarkson Mihai Cucuringu Andrew Elliott Gesine Reinert AI4TS 21 2 0 28 Mar 2022
TGL: A General Framework for Temporal GNN Training on Billion-Scale Graphs Hongkuan Zhou Da Zheng Israt Nisa Vasileios Ioannidis Xiang Song George Karypis AI4CE 39 86 0 28 Mar 2022
Graph Neural Networks in Particle Physics: Implementations, Innovations, and Challenges S. Thais P. Calafiura G. Chachamis G. Dezoort Javier Mauricio Duarte S. Ganguly Michael Kagan D. Murnane Mark S. Neubauer K. Terao PINN AI4CE 34 30 0 23 Mar 2022
Encoder-Decoder Architecture for Supervised Dynamic Graph Learning: A Survey Yuecai Zhu Fuyuan Lyu Chengming Hu X. Chen Xue Liu AI4TS AI4CE 21 20 0 20 Mar 2022
Model-Architecture Co-Design for High Performance Temporal GNN Inference on FPGA Hongkuan Zhou Bingyi Zhang Rajgopal Kannan Viktor Prasanna Carl E. Busart GNN 32 23 0 10 Mar 2022
HTGN-BTW: Heterogeneous Temporal Graph Network with Bi-Time-Window Training Strategy for Temporal Link Prediction C. Yue Lun Du Qiang Fu Wendong Bi Hengyu Liu Yuechun Gu Di Yao 11 4 0 25 Feb 2022
EvoKG: Jointly Modeling Event Time and Network Structure for Reasoning over Temporal Knowledge Graphs Namyong Park Fuchen Liu Purvanshi Mehta D. Cristofor Christos Faloutsos Yuxiao Dong 24 86 0 15 Feb 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 29 12 0 20 Dec 2021
Dynamic Representation Learning with Temporal Point Processes for Higher-Order Interaction Forecasting Tony Gracious Ambedkar Dukkipati 3DPC AI4TS 14 3 0 19 Dec 2021
Time-Aware Neighbor Sampling for Temporal Graph Networks Yiwei Wang Yujun Cai Keli Zhang Henghui Ding Changhu Wang Bryan Hooi 14 8 0 18 Dec 2021
Self-Supervised Dynamic Graph Representation Learning via Temporal Subgraph Contrast Linpu Jiang Ke-Jia Chen Jingqiang Chen SSL 29 10 0 16 Dec 2021
Efficient Dynamic Graph Representation Learning at Scale Xinshi Chen Yan Zhu Haowen Xu Mengya Liu Liang Xiong Muhan Zhang Le Song 22 7 0 14 Dec 2021
Leaping Through Time with Gradient-based Adaptation for Recommendation Nuttapong Chairatanakul Hoang NT Xin Liu T. Murata 19 0 0 11 Dec 2021
Noether Networks: Meta-Learning Useful Conserved Quantities Ferran Alet Dylan D. Doblar Allan Zhou J. Tenenbaum Kenji Kawaguchi Chelsea Finn 73 26 0 06 Dec 2021
Network In Graph Neural Network Xiang Song Runjie Ma Jiahang Li Muhan Zhang David Wipf GNN 24 10 0 23 Nov 2021
DyFormer: A Scalable Dynamic Graph Transformer with Provable Benefits on Generalization Ability Weilin Cong Yanhong Wu Yuandong Tian Mengting Gu Yinglong Xia C. Chen Mehrdad Mahdavi AI4CE 25 8 0 19 Nov 2021
Spectral Transform Forms Scalable Transformer Bingxin Zhou Xinliang Liu Yuehua Liu Yunyin Huang Pietro Lió Yuguang Wang 52 6 0 15 Nov 2021
Constructing Neural Network-Based Models for Simulating Dynamical Systems Christian Møldrup Legaard Thomas Schranz G. Schweiger Ján Drgovna Basak Falay C. Gomes Alexandros Iosifidis M. Abkar P. Larsen PINN AI4CE 33 93 0 02 Nov 2021
Traffic Forecasting on Traffic Moving Snippets Nina Wiedemann Martin Raubal AI4TS 16 2 0 27 Oct 2021
TME-BNA: Temporal Motif-Preserving Network Embedding with Bicomponent Neighbor Aggregation Ling Chen Da Wang Dandan Lyu Xing Tang Hongyu Shi 19 0 0 26 Oct 2021
Graph Neural Networks in Real-Time Fraud Detection with Lambda Architecture Mingxuan Lu Zhichao Han Zitao Zhang Yang Zhao Yinan Shan GNN 14 4 0 09 Oct 2021
DynG2G: An Efficient Stochastic Graph Embedding Method for Temporal Graphs Mengjia Xu Apoorva Vikram Singh George Karniadakis AI4CE 52 9 0 28 Sep 2021
ConTIG: Continuous Representation Learning on Temporal Interaction Graphs Xu Yan Xiaoliang Fan Peizhen Yang Zonghan Wu Shirui Pan Longbiao Chen Yu Zang Cheng-Yu Wang 8 6 0 27 Sep 2021
Efficient Scaling of Dynamic Graph Neural Networks Venkatesan T. Chakaravarthy Shivmaran S. Pandian S. Raje Yogish Sabharwal Toyotaro Suzumura Shashanka Ubaru GNN 39 22 0 16 Sep 2021
DynSTGAT: Dynamic Spatial-Temporal Graph Attention Network for Traffic Signal Control Libing Wu Min Wang Dan Wu Jia Wu 24 30 0 12 Sep 2021
SeDyT: A General Framework for Multi-Step Event Forecasting via Sequence Modeling on Dynamic Entity Embeddings Hongkuan Zhou James Orme-Rogers Rajgopal Kannan Viktor Prasanna AI4TS 39 4 0 09 Sep 2021
ETA Prediction with Graph Neural Networks in Google Maps Austin Derrow-Pinion Jennifer She David Wong O. Lange Todd Hester ... Ang Li Zhongwen Xu Alvaro Sanchez-Gonzalez Yujia Li Petar Velivcković AI4TS 13 224 0 25 Aug 2021
Temporal Graph Network Embedding with Causal Anonymous Walks Representations Ilya Makarov Andrey V. Savchenko Arseny Korovko Leonid Sherstyuk Nikita Severin Aleksandr Mikheev Dmitrii Babaev 24 6 0 19 Aug 2021
Event2Graph: Event-driven Bipartite Graph for Multivariate Time-series Anomaly Detection Yuhang Wu Mengting Gu Lan Wang Yusan Lin Fei Wang Hao Yang AI4TS 27 8 0 15 Aug 2021
AdaGNN: A multi-modal latent representation meta-learner for GNNs based on AdaBoosting Qinyi Zhu Yiou Xiao AI4CE 42 3 0 14 Aug 2021
Filling the G_ap_s: Multivariate Time Series Imputation by Graph Neural Networks Andrea Cini Ivan Marisca Cesare Alippi AI4TS AI4CE 19 103 0 31 Jul 2021
Combinatorial Optimization with Physics-Inspired Graph Neural Networks M. Schuetz J. K. Brubaker H. Katzgraber AI4CE 25 177 0 02 Jul 2021
Neural Predicting Higher-order Patterns in Temporal Networks Yunyu Liu Jianzhu Ma Pan Li 29 29 0 10 Jun 2021
Learning Representation over Dynamic Graph using Aggregation-Diffusion Mechanism Mingyi Liu Zhiying Tu Xiaofei Xu Zhongjie Wang GNN DiffM 21 1 0 03 Jun 2021
Learning Dynamic Graph Representation of Brain Connectome with Spatio-Temporal Attention Byung-Hoon Kim Jong Chul Ye Jae-Jin Kim 34 129 0 27 May 2021
TCL: Transformer-based Dynamic Graph Modelling via Contrastive Learning Lu Wang Xiaofu Chang Shuang Li Yunfei Chu Hui Li Wei Zhang Xiaofeng He Le Song Jingren Zhou Hongxia Yang 24 51 0 17 May 2021
baller2vec++: A Look-Ahead Multi-Entity Transformer For Modeling Coordinated Agents Michael A. Alcorn A. Nguyen 20 15 0 24 Apr 2021
Attention, please! A survey of Neural Attention Models in Deep Learning Alana de Santana Correia Esther Luna Colombini HAI 23 175 0 31 Mar 2021
On the Equivalence Between Temporal and Static Graph Representations for Observational Predictions Jianfei Gao Bruno Ribeiro 29 11 0 12 Mar 2021
Graph Computing for Financial Crime and Fraud Detection: Trends, Challenges and Outlook Eren Kurshan Hongda Shen GNN 27 32 0 02 Mar 2021
Financial Crime & Fraud Detection Using Graph Computing: Application Considerations & Outlook Eren Kurshan Honda Shen Haojie Yu GNN FaML 35 26 0 02 Mar 2021
Persistent Message Passing Heiko Strathmann M. Barekatain Charles Blundell Petar Velickovic 33 15 0 01 Mar 2021
Pre-Training on Dynamic Graph Neural Networks Ke-Jia Chen Jiajun Zhang Linpu Jiang Yunyun Wang Yuxuan Dai AI4CE 13 15 0 24 Feb 2021
Understanding Higher-order Structures in Evolving Graphs: A Simplicial Complex based Kernel Estimation Approach Manohar Kaul Masaaki Imaizumi 11 1 0 06 Feb 2021
Inductive Representation Learning in Temporal Networks via Causal Anonymous Walks Yanbang Wang Yen-Yu Chang Yunyu Liu J. Leskovec Pan Li CML AI4TS 17 228 0 15 Jan 2021
Compound Word Transformer: Learning to Compose Full-Song Music over Dynamic Directed Hypergraphs Wen-Yi Hsiao Jen-Yu Liu Yin-Cheng Yeh Yi-Hsuan Yang 113 180 0 07 Jan 2021
Utilising Graph Machine Learning within Drug Discovery and Development Thomas Gaudelet Ben Day Arian R. Jamasb Jyothish Soman Cristian Regep ... Jian Tang D. Roblin Tom L. Blundell M. Bronstein J. Taylor-King AI4CE 27 36 0 09 Dec 2020