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

August 20, 2023

Minimalist Traffic Prediction: Linear Layer Is All You Need
Wenying Duan, Hong Rao, Wei Huang, Xiaoxi He
Graph Neural Network Traffic Prediction Temporal Graph Neural Network Linear Layer

August 14, 2023

July 14, 2023

DistTGL: Distributed Memory-Based Temporal Graph Neural Network Training
Hongkuan Zhou, Da Zheng, Xiang Song, George Karypis, Viktor Prasanna
Temporal Graph Neural Network GPU Cluster Dynamic Graph Representation Learning

July 2, 2023

STG4Traffic: A Survey and Benchmark of Spatial-Temporal Graph Neural Networks for Traffic Prediction
Xunlian Luo, Chunjiang Zhu, Detian Zhang, Qing Li
Timely Survey New Benchmark Traffic Prediction Temporal Graph Neural Network Spatial Temporal Graph Traffic Volume Prediction

June 16, 2023

Uncertainty Quantification via Spatial-Temporal Tweedie Model for Zero-inflated and Long-tail Travel Demand Prediction
Xinke Jiang, Dingyi Zhuang, Xianghui Zhang, Hao Chen, Jiayuan Luo, Xiaowei Gao
Uncertainty Quantification Spatio Temporal Temporal Graph Neural Network Travel Demand Travel Time Zero Inflated Sale Pattern

June 12, 2023

Localised Adaptive Spatial-Temporal Graph Neural Network
Wenying Duan, Xiaoxi He, Zimu Zhou, Lothar Thiele, Hong Rao
Temporal Graph Temporal Graph Neural Network Spatial Temporal Graph Adjacency Matrix Graph Sparsification Local Adaptivity Spatial Graph

May 30, 2023

Graph Neural Processes for Spatio-Temporal Extrapolation
Junfeng Hu, Yuxuan Liang, Zhencheng Fan, Hongyang Chen, Yu Zheng, Roger Zimmermann
Temporal Graph Neural Network Spatio Temporal Representation Scene Extrapolation Subgraph Aggregation

May 14, 2023

TSGN: Temporal Scene Graph Neural Networks with Projected Vectorized Representation for Multi-Agent Motion Prediction
Yunong Wu, Thomas Gilles, Bogdan Stanciulescu, Fabien Moutarde
Lane Detection Temporal Graph Neural Network Vector Representation Multi Agent Trajectory Prediction Multimodal Future Trajectory Multi Agent Motion Prediction Transaction Network

April 11, 2023

TodyNet: Temporal Dynamic Graph Neural Network for Multivariate Time Series Classification
Huaiyuan Liu, Xianzhang Liu, Donghua Yang, Zhiyu Liang, Hongzhi Wang, Yong Cui, Jun Gu
Dynamic Graph Temporal Dependency Temporal Graph Temporal Graph Neural Network Multivariate Time Series Classification Temporal Learning

March 27, 2023

Towards Open Temporal Graph Neural Networks
Kaituo Feng, Changsheng Li, Xiaolu Zhang, Jun Zhou
Temporal Graph Temporal Graph Neural Network Task Agnostic Dynamic GNN

March 25, 2023

Spatio-Temporal Graph Neural Networks for Predictive Learning in Urban Computing: A Survey
Guangyin Jin, Yuxuan Liang, Yuchen Fang, Zezhi Shao, Jincai Huang, Junbo Zhang, Yu Zheng
Timely Survey Temporal Dependency Temporal Graph Temporal Graph Neural Network Predictive Learning

March 15, 2023

CS-TGN: Community Search via Temporal Graph Neural Networks
Farnoosh Hashemi, Ali Behrouz, Milad Rezaei Hajidehi
Search Query Temporal Graph Temporal Graph Neural Network Temporal Network Temporal Graph Network Personalized sUBgraph Population Based Search

February 28, 2023

Adaptive Hybrid Spatial-Temporal Graph Neural Network for Cellular Traffic Prediction
Xing Wang, Kexin Yang, Zhendong Wang, Junlan Feng, Lin Zhu, Juan Zhao, Chao Deng
Traffic Prediction Temporal Graph Neural Network Cellular Traffic

February 22, 2023

February 16, 2023

Temporal Graph Neural Networks for Irregular Data
Joel Oskarsson, Per Sidén, Fredrik Lindsten
Neural Network Model Temporal Graph Temporal Graph Neural Network Latent State Gated Recurrent Unit Continuous Time Dynamic

January 25, 2023

Spatio-Temporal Graph Neural Networks: A Survey
Zahraa Al Sahili, Mariette Awad
Graph Neural Network Timely Survey Deep Learning Algorithm Temporal Graph Neural Network Spatiotemporal Graph Neural Network

January 20, 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
Link Prediction Time Matter Temporal Graph Temporal Graph Neural Network Event Prediction

January 19, 2023

PDFormer: Propagation Delay-Aware Dynamic Long-Range Transformer for Traffic Flow Prediction
Jiawei Jiang, Chengkai Han, Wayne Xin Zhao, Jingyuan Wang
Temporal Dependency Traffic Prediction Temporal Graph Neural Network Traffic Flow Prediction Fast Propagation Long Range Transformer

Temporal Graph Neural Network

Papers

Minimalist Traffic Prediction: Linear Layer Is All You Need

ST-MLP: A Cascaded Spatio-Temporal Linear Framework with Channel-Independence Strategy for Traffic Forecasting

Interaction-Aware Personalized Vehicle Trajectory Prediction Using Temporal Graph Neural Networks

DistTGL: Distributed Memory-Based Temporal Graph Neural Network Training

STG4Traffic: A Survey and Benchmark of Spatial-Temporal Graph Neural Networks for Traffic Prediction

Uncertainty Quantification via Spatial-Temporal Tweedie Model for Zero-inflated and Long-tail Travel Demand Prediction

Localised Adaptive Spatial-Temporal Graph Neural Network

Graph Neural Processes for Spatio-Temporal Extrapolation

TSGN: Temporal Scene Graph Neural Networks with Projected Vectorized Representation for Multi-Agent Motion Prediction

TodyNet: Temporal Dynamic Graph Neural Network for Multivariate Time Series Classification

Towards Open Temporal Graph Neural Networks

Spatio-Temporal Graph Neural Networks for Predictive Learning in Urban Computing: A Survey

CS-TGN: Community Search via Temporal Graph Neural Networks

Adaptive Hybrid Spatial-Temporal Graph Neural Network for Cellular Traffic Prediction

Time-varying Signals Recovery via Graph Neural Networks

BUAA_BIGSCity: Spatial-Temporal Graph Neural Network for Wind Power Forecasting in Baidu KDD CUP 2022

Temporal Graph Neural Networks for Irregular Data

Spatio-Temporal Graph Neural Networks: A Survey

Who Should I Engage with At What Time? A Missing Event Aware Temporal Graph Neural Network

PDFormer: Propagation Delay-Aware Dynamic Long-Range Transformer for Traffic Flow Prediction