Temporal Graph Neural Network

Temporal Graph Neural Networks (TGNNs) aim to analyze and predict the evolution of relationships within dynamic networks by incorporating both the structure of the graph and the temporal dynamics of its interactions. Current research emphasizes improving the efficiency and scalability of TGNNs, often through novel architectures like Transformers and optimized training strategies, as well as enhancing interpretability and addressing challenges like data sparsity and noise. This field is significant for its applications in diverse areas such as traffic forecasting, recommendation systems, and crime prediction, offering more accurate and insightful models for complex real-world phenomena.

Papers

December 7, 2022

A Temporal Graph Neural Network for Cyber Attack Detection and Localization in Smart Grids
Seyed Hamed Haghshenas, Md Abul Hasnat, Mia Naeini
Localization Focus Temporal Graph Neural Network Smart Grid GNN Framework Cyber Attack Detection

December 2, 2022

On the Limit of Explaining Black-box Temporal Graph Neural Networks
Minh N. Vu, My T. Thai
Graph Neural Network Continuum Limit Temporal Graph Neural Network Evolving Graph Temporal Aggregation Perturbation Based

November 21, 2022

Forecasting Unobserved Node States with spatio-temporal Graph Neural Networks
Andreas Roth, Thomas Liebig
Graph Neural Network Temporal Graph Neural Network Temporal Correlation Unobserved Node

September 29, 2022

Provably expressive temporal graph networks
Amauri H. Souza, Diego Mesquita, Samuel Kaski, Vikas Garg
Temporal Graph Random Walk Temporal Graph Neural Network Temporal Graph Network Recurrent Module

September 2, 2022

An Explainer for Temporal Graph Neural Networks
Wenchong He, Minh N. Vu, Zhe Jiang, My T. Thai
Temporal Dependency Temporal Graph Probabilistic Graphical Model Temporal Graph Neural Network Evolving Graph

August 11, 2022

Uncertainty Quantification of Sparse Travel Demand Prediction with Spatial-Temporal Graph Neural Networks
Dingyi Zhuang, Shenhao Wang, Haris N. Koutsopoulos, Jinhua Zhao
Uncertainty Quantification Spatio Temporal Gene Level GNN Temporal Graph Neural Network Travel Demand

August 10, 2022

Spatial-Temporal Identity: A Simple yet Effective Baseline for Multivariate Time Series Forecasting
Zezhi Shao, Zhao Zhang, Fei Wang, Wei Wei, Yongjun Xu
Multivariate Time Series Temporal Information Multivariate Time Series Forecasting Temporal Graph Neural Network Effective Baseline

June 18, 2022

June 12, 2022

tBDFS: Temporal Graph Neural Network Leveraging DFS
Uriel Singer, Haggai Roitman, Ido Guy, Kira Radinsky
Temporal Graph Temporal Graph Neural Network Deep Recurrent Neural Network Depth First Search Temporal GNN Temporal Path

May 25, 2022

Predicting Corporate Risk by Jointly Modeling Company Networks and Dialogues in Earnings Conference Calls
Yunxin Sang, Yang Bao
Dialogue Utterance Temporal Graph Neural Network Temporal Network Volatility Forecasting Network Model Earnings Call Corporate Risk

April 28, 2022

Spatio-Temporal Graph Localization Networks for Image-based Navigation
Takahiro Niwa, Shun Taguchi, Noriaki Hirose
Temporal Graph Neural Network Accurate Localization Vision Based Navigation Based Navigation

April 25, 2022

Discovering Gateway Ports in Maritime Using Temporal Graph Neural Network Port Classification
Dogan Altan, Mohammad Etemad, Dusica Marijan, Tetyana Kholodna
Temporal Graph Neural Network Vessel Trajectory Aquatic Navigation Maritime Domain

April 18, 2022

STONet: A Neural-Operator-Driven Spatio-temporal Network
Haitao Lin, Guojiang Zhao, Lirong Wu, Stan Z. Li
Spatio Temporal Temporal Graph Neural Network Temporal Network Spatial Network

March 28, 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
General Framework Temporal Graph Neural Network Temporal GNN Temporal Neighbor Billion Scale Graph

March 10, 2022

Model-Architecture Co-Design for High Performance Temporal GNN Inference on FPGA
Hongkuan Zhou, Bingyi Zhang, Rajgopal Kannan, Viktor Prasanna, Carl Busart
Field Programmable Gate Array Temporal Graph Temporal Graph Neural Network Model Architecture Temporal Embeddings Temporal GNN Temporal Neighbor

March 4, 2022

Time-aware Graph Neural Networks for Entity Alignment between Temporal Knowledge Graphs
Chengjin Xu, Fenglong Su, Jens Lehmann
Temporal Knowledge Graph Temporal Graph Neural Network Entity Alignment Entity Pair

February 1, 2022

Semi-supervised 3D Object Detection via Temporal Graph Neural Networks
Jianren Wang, Haiming Gang, Siddharth Ancha, Yi-Ting Chen, David Held
Semi Supervised Learning 3D Object Detection Temporal Graph Neural Network 3D Object Detector High Detection Unlabeled Video Semi Supervised 3D Object Detection

January 22, 2022

HiSTGNN: Hierarchical Spatio-temporal Graph Neural Networks for Weather Forecasting
Minbo Ma, Peng Xie, Fei Teng, Tianrui Li, Bin Wang, Shenggong Ji, Junbo Zhang
Graph Neural Network Numerical Weather Prediction Temporal Graph Neural Network Temporal Correlation Weather Forecasting Spatio Temporal Forecasting

December 8, 2021

A Hierarchical Spatio-Temporal Graph Convolutional Neural Network for Anomaly Detection in Videos
Xianlin Zeng, Yalong Jiang, Wenrui Ding, Hongguang Li, Yafeng Hao, Zifeng Qiu
Anomaly Detection Gameplay Video Graph Representation Temporal Graph Neural Network Surveillance Video Video Anomaly

Temporal Graph Neural Network

Papers

A Temporal Graph Neural Network for Cyber Attack Detection and Localization in Smart Grids

On the Limit of Explaining Black-box Temporal Graph Neural Networks

Forecasting Unobserved Node States with spatio-temporal Graph Neural Networks

Provably expressive temporal graph networks

An Explainer for Temporal Graph Neural Networks

Uncertainty Quantification of Sparse Travel Demand Prediction with Spatial-Temporal Graph Neural Networks

Spatial-Temporal Identity: A Simple yet Effective Baseline for Multivariate Time Series Forecasting

Pre-training Enhanced Spatial-temporal Graph Neural Network for Multivariate Time Series Forecasting

Decoupled Dynamic Spatial-Temporal Graph Neural Network for Traffic Forecasting

tBDFS: Temporal Graph Neural Network Leveraging DFS

Predicting Corporate Risk by Jointly Modeling Company Networks and Dialogues in Earnings Conference Calls

Spatio-Temporal Graph Localization Networks for Image-based Navigation

Discovering Gateway Ports in Maritime Using Temporal Graph Neural Network Port Classification

STONet: A Neural-Operator-Driven Spatio-temporal Network

TGL: A General Framework for Temporal GNN Training on Billion-Scale Graphs

Model-Architecture Co-Design for High Performance Temporal GNN Inference on FPGA

Time-aware Graph Neural Networks for Entity Alignment between Temporal Knowledge Graphs

Semi-supervised 3D Object Detection via Temporal Graph Neural Networks

HiSTGNN: Hierarchical Spatio-temporal Graph Neural Networks for Weather Forecasting

A Hierarchical Spatio-Temporal Graph Convolutional Neural Network for Anomaly Detection in Videos