TransformerG2G: Adaptive time-stepping for learning temporal graph embeddings using transformers

5 July 2023

Papers citing "TransformerG2G: Adaptive time-stepping for learning temporal graph embeddings using transformers"

26 / 26 papers shown

Title
A Comparative Study on Dynamic Graph Embedding based on Mamba and Transformers Ashish Parmanand Pandey Alan John Varghese Sarang Patil Mengjia Xu Mamba 232 0 0 15 Dec 2024
Everything is Connected: Graph Neural Networks Petar Velickovic GNN AI4CE 54 184 0 19 Jan 2023
ROLAND: Graph Learning Framework for Dynamic Graphs Jiaxuan You Tianyu Du J. Leskovec AI4CE 60 172 0 15 Aug 2022
Towards Better Evaluation for Dynamic Link Prediction Farimah Poursafaei Shenyang Huang Kellin Pelrine Reihaneh Rabbany 51 102 0 20 Jul 2022
Modularity-Aware Graph Autoencoders for Joint Community Detection and Link Prediction Guillaume Salha-Galvan J. Lutzeyer George Dasoulas Romain Hennequin Michalis Vazirgiannis 90 53 0 02 Feb 2022
DynG2G: An Efficient Stochastic Graph Embedding Method for Temporal Graphs Mengjia Xu Apoorva Vikram Singh George Karniadakis AI4CE 67 9 0 28 Sep 2021
PDE-GCN: Novel Architectures for Graph Neural Networks Motivated by Partial Differential Equations Moshe Eliasof E. Haber Eran Treister GNN AI4CE 86 126 0 04 Aug 2021
ChemRL-GEM: Geometry Enhanced Molecular Representation Learning for Property Prediction Xiaomin Fang Lihang Liu Jieqiong Lei Donglong He Shanzhuo Zhang Jingbo Zhou Fan Wang Hua Wu Haifeng Wang AI4CE 58 448 0 11 Jun 2021
Dynamic Graph Convolutional Recurrent Network for Traffic Prediction: Benchmark and Solution Fuxian Li J. Feng Huan Yan G. Jin Depeng Jin Yong Li GNN AI4TS 44 374 0 30 Apr 2021
Dynamic Network Embedding Survey Guotong Xue Ming Zhong Jianxin Li Jia Chen C. Zhai Ruochen Kong AI4TS 41 166 0 29 Mar 2021
Temporal Knowledge Graph Forecasting with Neural ODE Zhen Han Zifeng Ding Yunpu Ma Yujia Gu Volker Tresp AI4TS AI4CE 52 118 0 13 Jan 2021
Understanding graph embedding methods and their applications Mengjia Xu 40 133 0 15 Dec 2020
Temporal Graph Networks for Deep Learning on Dynamic Graphs Emanuele Rossi B. Chamberlain Fabrizio Frasca D. Eynard Federico Monti M. Bronstein AI4CE 165 643 0 18 Jun 2020
Learning continuous-time PDEs from sparse data with graph neural networks V. Iakovlev Markus Heinonen Harri Lähdesmäki AI4CE 71 69 0 16 Jun 2020
A Graph Gaussian Embedding Method for Predicting Alzheimer's Disease Progression with MEG Brain Networks Mengjia Xu David López Sanz P. Garcés F. Maestú Quanzheng Li D. Pantazis 28 39 0 08 May 2020
Inductive Representation Learning on Temporal Graphs Da Xu Chuanwei Ruan Evren Körpeoglu Sushant Kumar Kannan Achan AI4CE 87 623 0 19 Feb 2020
A Survey on Knowledge Graphs: Representation, Acquisition and Applications Shaoxiong Ji Shirui Pan Min Zhang Pekka Marttinen Philip S. Yu 298 1,989 0 02 Feb 2020
Predicting Dynamic Embedding Trajectory in Temporal Interaction Networks Srijan Kumar Xikun Zhang J. Leskovec AI4TS 68 734 0 03 Aug 2019
EvolveGCN: Evolving Graph Convolutional Networks for Dynamic Graphs A. Pareja Giacomo Domeniconi Jie Chen Tengfei Ma Toyotaro Suzumura H. Kanezashi Tim Kaler Tao B. Schardl Charles E. Leisersen GNN 118 1,066 0 26 Feb 2019
dyngraph2vec: Capturing Network Dynamics using Dynamic Graph Representation Learning Palash Goyal Sujit Rokka Chhetri A. Canedo 72 402 0 07 Sep 2018
Deep Gaussian Embedding of Graphs: Unsupervised Inductive Learning via Ranking Aleksandar Bojchevski Stephan Günnemann BDL 83 644 0 12 Jul 2017
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 687 131,526 0 12 Jun 2017
node2vec: Scalable Feature Learning for Networks Aditya Grover J. Leskovec 186 10,863 0 03 Jul 2016
Net2Net: Accelerating Learning via Knowledge Transfer Tianqi Chen Ian Goodfellow Jonathon Shlens 159 668 0 18 Nov 2015
LINE: Large-scale Information Network Embedding Jian Tang Meng Qu Mingzhe Wang Ming Zhang Jun Yan Qiaozhu Mei GNN 138 5,334 0 12 Mar 2015
DeepWalk: Online Learning of Social Representations Bryan Perozzi Rami Al-Rfou Steven Skiena HAI 254 9,789 0 26 Mar 2014