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AST-GCN: Attribute-Augmented Spatiotemporal Graph Convolutional Network
  for Traffic Forecasting

AST-GCN: Attribute-Augmented Spatiotemporal Graph Convolutional Network for Traffic Forecasting

22 November 2020
Jiawei Zhu
Chao Tao
Hanhan Deng
Ling Zhao
Qiongjie Wang
Tao Lin
Haifeng Li
    GNN
    AI4TS
ArXivPDFHTML

Papers citing "AST-GCN: Attribute-Augmented Spatiotemporal Graph Convolutional Network for Traffic Forecasting"

17 / 17 papers shown
Title
FlowDistill: Scalable Traffic Flow Prediction via Distillation from LLMs
FlowDistill: Scalable Traffic Flow Prediction via Distillation from LLMs
Chenyang Yu
Xinpeng Xie
Yan Huang
Chenxi Qiu
AI4TS
35
0
0
02 Apr 2025
Efficient Traffic Prediction Through Spatio-Temporal Distillation
Efficient Traffic Prediction Through Spatio-Temporal Distillation
Qianru Zhang
Xinyi Gao
Haixin Wang
S. Yiu
Hongzhi Yin
AI4TS
37
2
0
15 Jan 2025
ProGen: Revisiting Probabilistic Spatial-Temporal Time Series
  Forecasting from a Continuous Generative Perspective Using Stochastic
  Differential Equations
ProGen: Revisiting Probabilistic Spatial-Temporal Time Series Forecasting from a Continuous Generative Perspective Using Stochastic Differential Equations
Mingze Gong
Lei Chen
Jia Li
DiffM
AI4TS
23
0
0
02 Nov 2024
Machine Learning on Dynamic Functional Connectivity: Promise, Pitfalls,
  and Interpretations
Machine Learning on Dynamic Functional Connectivity: Promise, Pitfalls, and Interpretations
Jiaqi Ding
Tingting Dan
Ziquan Wei
Hyuna Cho
Paul J. Laurienti
Won Hwa Kim
Guorong Wu
41
0
0
17 Sep 2024
Context-aware knowledge graph framework for traffic speed forecasting
  using graph neural network
Context-aware knowledge graph framework for traffic speed forecasting using graph neural network
Yatao Zhang
Yi Wang
Song Gao
Martin Raubal
AI4TS
32
1
0
25 Jul 2024
A Survey of Generative Techniques for Spatial-Temporal Data Mining
A Survey of Generative Techniques for Spatial-Temporal Data Mining
Qianru Zhang
Haixin Wang
Cheng Long
Liangcai Su
Xingwei He
...
Tailin Wu
Hongzhi Yin
S. Yiu
Qi Tian
Christian S. Jensen
AI4TS
52
7
0
15 May 2024
Counterfactual Explanations for Deep Learning-Based Traffic Forecasting
Counterfactual Explanations for Deep Learning-Based Traffic Forecasting
Rushan Wang
Yanan Xin
Yatao Zhang
Fernando Pérez-Cruz
Martin Raubal
AI4TS
29
3
0
01 May 2024
Exploiting Individual Graph Structures to Enhance Ecological Momentary
  Assessment (EMA) Forecasting
Exploiting Individual Graph Structures to Enhance Ecological Momentary Assessment (EMA) Forecasting
Mandani Ntekouli
Gerasimos Spanakis
L. Waldorp
A. Roefs
22
0
0
28 Mar 2024
LSTTN: A Long-Short Term Transformer-based Spatio-temporal Neural
  Network for Traffic Flow Forecasting
LSTTN: A Long-Short Term Transformer-based Spatio-temporal Neural Network for Traffic Flow Forecasting
Qinyao Luo
Silu He
Xing Han
Yuhan Wang
Haifeng Li
AI4TS
48
45
0
25 Mar 2024
CAT: A Causally Graph Attention Network for Trimming Heterophilic Graph
CAT: A Causally Graph Attention Network for Trimming Heterophilic Graph
Silu He
Qinyao Luo
Xinsha Fu
Ling Zhao
Ronghua Du
Haifeng Li
36
8
0
14 Dec 2023
ChatTraffic: Text-to-Traffic Generation via Diffusion Model
ChatTraffic: Text-to-Traffic Generation via Diffusion Model
Chengyang Zhang
Yong Zhang
Qitan Shao
Bo Li
Yisheng Lv
Xinglin Piao
Baocai Yin
30
5
0
27 Nov 2023
STGC-GNNs: A GNN-based traffic prediction framework with a
  spatial-temporal Granger causality graph
STGC-GNNs: A GNN-based traffic prediction framework with a spatial-temporal Granger causality graph
Silu He
Qinyao Luo
Ronghua Du
Ling Zhao
Haifeng Li
33
36
0
30 Oct 2022
DeepGraphONet: A Deep Graph Operator Network to Learn and Zero-shot
  Transfer the Dynamic Response of Networked Systems
DeepGraphONet: A Deep Graph Operator Network to Learn and Zero-shot Transfer the Dynamic Response of Networked Systems
Yixuan Sun
Christian Moya
Guang Lin
Meng Yue
GNN
45
9
0
21 Sep 2022
AST-GIN: Attribute-Augmented Spatial-Temporal Graph Informer Network for
  Electric Vehicle Charging Station Availability Forecasting
AST-GIN: Attribute-Augmented Spatial-Temporal Graph Informer Network for Electric Vehicle Charging Station Availability Forecasting
Ruikang Luo
Yaofeng Song
Liping Huang
Yicheng Zhang
Rong Su
GNN
12
5
0
07 Sep 2022
A Spatial-temporal Graph Deep Learning Model for Urban Flood Nowcasting
  Leveraging Heterogeneous Community Features
A Spatial-temporal Graph Deep Learning Model for Urban Flood Nowcasting Leveraging Heterogeneous Community Features
H. Farahmand
Yuanchang Xu
Ali Mostafavi
AI4CE
24
38
0
09 Nov 2021
Graph Neural Network for Traffic Forecasting: A Survey
Graph Neural Network for Traffic Forecasting: A Survey
Weiwei Jiang
Jiayun Luo
GNN
AI4TS
AI4CE
10
835
0
27 Jan 2021
KST-GCN: A Knowledge-Driven Spatial-Temporal Graph Convolutional Network
  for Traffic Forecasting
KST-GCN: A Knowledge-Driven Spatial-Temporal Graph Convolutional Network for Traffic Forecasting
Jiawei Zhu
Xing Han
Hanhan Deng
Chao Tao
Ling Zhao
Pu Wang
Tao Lin
Haifeng Li
AI4TS
26
99
0
26 Nov 2020
1