Spatial-Temporal Graph ODE Networks for Traffic Flow Forecasting

24 June 2021

Zheng Fang

Papers citing "Spatial-Temporal Graph ODE Networks for Traffic Flow Forecasting"

50 / 136 papers shown

Title
Robust and Noise-resilient Long-Term Prediction of Spatiotemporal Data Using Variational Mode Graph Neural Networks with 3D Attention Osama Ahmad Zubair Khalid 3DPC 38 0 0 09 Apr 2025
MM-STFlowNet: A Transportation Hub-Oriented Multi-Mode Passenger Flow Prediction Method via Spatial-Temporal Dynamic Graph Modeling Ronghui Zhang Wenbin Xing Mengran Li Zihan Wang Junzhou Chen Xiaolei Ma Zhiyuan Liu Zhengbing He AI4TS 26 0 0 08 Apr 2025
Unifying Physics- and Data-Driven Modeling via Novel Causal Spatiotemporal Graph Neural Network for Interpretable Epidemic Forecasting Shuai Han Lukas Stelz Thomas R. Sokolowski K. Zhou H. Stocker 26 0 0 07 Apr 2025
FlowDistill: Scalable Traffic Flow Prediction via Distillation from LLMs Chenyang Yu Xinpeng Xie Yan Huang Chenxi Qiu AI4TS 35 0 0 02 Apr 2025
Graph ODEs and Beyond: A Comprehensive Survey on Integrating Differential Equations with Graph Neural Networks Z. Liu Xiaoda Wang Bohan Wang Zijie Huang Carl Yang Wei-dong Jin AI4TS AI4CE 143 1 0 29 Mar 2025
A Compact Model for Large-Scale Time Series Forecasting Chin-Chia Michael Yeh Xiran Fan Zhimeng Jiang Yujie Fan Huiyuan Chen ... Xin Dai J. Wang Zhongfang Zhuang Liang Wang Yan Zheng AI4TS 38 0 0 28 Feb 2025
GraphSparseNet: a Novel Method for Large Scale Traffic Flow Prediction Weiyang Kong Kaiqi Wu Sen Zhang Yubao Liu AI4TS GNN 78 0 0 27 Feb 2025
Strada-LLM: Graph LLM for traffic prediction Seyed Mohamad Moghadas Yangxintong Lyu Bruno Cornelis Alexandre Alahi Adrian Munteanu AI4TS 61 0 0 17 Feb 2025
Spatiotemporal-aware Trend-Seasonality Decomposition Network for Traffic Flow Forecasting Lingxiao Cao Bin Wang Guiyuan Jiang Yanwei Yu Junyu Dong AI4TS 73 1 0 17 Feb 2025
Bridging Traffic State and Trajectory for Dynamic Road Network and Trajectory Representation Learning Chengkai Han Jingyuan Wang Y. Wang Xie Yu Hao Lin Chao Li Junjie Wu AI4TS 50 1 0 08 Feb 2025
Dynamic Trend Fusion Module for Traffic Flow Prediction Jing Chen Haocheng Ye Zhian Ying Yuntao Sun Wenqiang Xu AI4TS 42 6 0 18 Jan 2025
Efficient Traffic Prediction Through Spatio-Temporal Distillation Qianru Zhang Xinyi Gao Haixin Wang S. Yiu Hongzhi Yin AI4TS 37 2 0 15 Jan 2025
PreMixer: MLP-Based Pre-training Enhanced MLP-Mixers for Large-scale Traffic Forecasting Tongtong Zhang Zhiyong Cui Bingzhang Wang Yilong Ren Haiyang Yu Pan Deng Yinhai Wang AI4TS 70 0 0 18 Dec 2024
FairTP: A Prolonged Fairness Framework for Traffic Prediction Jiangnan Xia Yu Yang Jiaxing Shen Senzhang Wang Jiannong Cao AI4TS 87 0 0 18 Dec 2024
ST-FiT: Inductive Spatial-Temporal Forecasting with Limited Training Data Zhenyu Lei Yushun Dong Jundong Li Chen Chen AI4TS 75 0 0 14 Dec 2024
BIGCity: A Universal Spatiotemporal Model for Unified Trajectory and Traffic State Data Analysis Xie Yu Jingyuan Wang Yifan Yang Qian Huang Ke Qu 72 3 0 01 Dec 2024
HiMoE: Heterogeneity-Informed Mixture-of-Experts for Fair Spatial-Temporal Forecasting Shaohan Yu Pan Deng Yu Zhao J. Liu Ziáng Wang MoE 170 0 0 30 Nov 2024
DualCast: Disentangling Aperiodic Events from Traffic Series with a Dual-Branch Model Xinyu Su Feng Liu Yanchuan Chang E. Tanin Majid Sarvi Jianzhong Qi AI4TS 72 0 0 27 Nov 2024
Extralonger: Toward a Unified Perspective of Spatial-Temporal Factors for Extra-Long-Term Traffic Forecasting Zhiwei Zhang Shaojun E Fandong Meng Jie Zhou Wenjuan Han 36 0 0 30 Oct 2024
Leveraging Intra-Period and Inter-Period Features for Enhanced Passenger Flow Prediction of Subway Stations Xiannan Huang Chao Yang Quan Yuan AI4TS 22 0 0 16 Oct 2024
Graph Masked Autoencoder for Spatio-Temporal Graph Learning Qianru Zhang Haixin Wang S. Yiu Hongzhi Yin AI4TS 26 1 0 14 Oct 2024
Fusion Matrix Prompt Enhanced Self-Attention Spatial-Temporal Interactive Traffic Forecasting Framework Mu Liu MingChen Sun YingJi Li Ying Wang AI4TS 39 0 0 12 Oct 2024
Evaluating the Generalization Ability of Spatiotemporal Model in Urban Scenario Hongjun Wang Jiyuan Chen Tong Pan Zheng Dong Lingyu Zhang Renhe Jiang Xuan Song OOD 76 2 0 07 Oct 2024
BACKTIME: Backdoor Attacks on Multivariate Time Series Forecasting Xiao Lin Zhining Liu Dongqi Fu Ruizhong Qiu Hanghang Tong AAML AI4TS 51 5 0 03 Oct 2024
STGformer: Efficient Spatiotemporal Graph Transformer for Traffic Forecasting Hongjun Wang Jiyuan Chen Tong Pan Zheng Dong Lingyu Zhang Renhe Jiang Xuan Song AI4TS GNN 42 0 0 01 Oct 2024
Robust Traffic Forecasting against Spatial Shift over Years Hongjun Wang Jiyuan Chen Tong Pan Zheng Dong Lingyu Zhang Renhe Jiang Xuan Song AI4TS OOD 28 0 0 01 Oct 2024
Epidemiology-Aware Neural ODE with Continuous Disease Transmission Graph Guancheng Wan Zewen Liu Max S. Y. Lau B. A. Prakash Wei Jin 81 7 0 28 Sep 2024
GINTRIP: Interpretable Temporal Graph Regression using Information bottleneck and Prototype-based method Ali Royat Seyed Mohamad Moghadas Lesley De Cruz Adrian Munteanu 26 0 0 17 Sep 2024
EasyST: A Simple Framework for Spatio-Temporal Prediction J. Tang Wei Wei Lianghao Xia Chao Huang 49 1 0 10 Sep 2024
Variational Mode-Driven Graph Convolutional Network for Spatiotemporal Traffic Forecasting Osama Ahmad Zubair Khalid GNN AI4TS 24 1 0 29 Aug 2024
Reprogramming Foundational Large Language Models(LLMs) for Enterprise Adoption for Spatio-Temporal Forecasting Applications: Unveiling a New Era in Copilot-Guided Cross-Modal Time Series Representation Learning Sakhinana Sagar Srinivas Chidaksh Ravuru Geethan Sannidhi Venkataramana Runkana AI4TS 30 0 0 26 Aug 2024
Towards Graph Prompt Learning: A Survey and Beyond Qingqing Long Yuchen Yan Peiyan Zhang Chen Fang Wentao Cui ... Shiyue Jiang Zheng Fang Chong Chen Xian-Sheng Hua Yuanchun Zhou AI4CE 39 0 0 26 Aug 2024
Joint Hypergraph Rewiring and Memory-Augmented Forecasting Techniques in Digital Twin Technology Sagar Srinivas Sakhinana Krishna Sai Sudhir Aripirala Shivam Gupta Venkataramana Runkana 27 0 0 22 Aug 2024
Multi-Source Knowledge-Based Hybrid Neural Framework for Time Series Representation Learning Sagar Srinivas Sakhinana Krishna Sai Sudhir Aripirala Shivam Gupta Venkataramana Runkana BDL AI4TS AI4CE 35 0 0 22 Aug 2024
OpenCity: Open Spatio-Temporal Foundation Models for Traffic Prediction Zhonghang Li Long Xia Lei Shi Yong-mei Xu Dawei Yin Chao Huang VLM AI4TS AI4CE 38 7 0 16 Aug 2024
Multi-View Neural Differential Equations for Continuous-Time Stream Data in Long-Term Traffic Forecasting Zibo Liu Zhe Jiang Shigang Chen AI4TS 29 0 0 12 Aug 2024
Heterogeneous Graph Sequence Neural Networks for Dynamic Traffic Assignment Tong Liu Hadi Meidani AI4TS 16 1 0 07 Aug 2024
Spatio-Temporal Partial Sensing Forecast for Long-term Traffic Zibo Liu Zhe Jiang Zelin Xu Tingsong Xiao Zhengkun Xiao Haibo Wang Shigang Chen AI4TS 42 0 0 02 Aug 2024
XTraffic: A Dataset Where Traffic Meets Incidents with Explainability and More Xiaochuan Gou Ziyue Li Tian-Shing Lan Junpeng Lin Zhishuai Li Bingyu Zhao Chen Zhang Di Wang Xiangliang Zhang AI4TS 49 1 0 16 Jul 2024
ModeConv: A Novel Convolution for Distinguishing Anomalous and Normal Structural Behavior Melanie Schaller Daniel Schlor Andreas Hotho 23 3 0 28 Jun 2024
XXLTraffic: Expanding and Extremely Long Traffic forecasting beyond test adaptation Du Yin Hao Xue Arian Prabowo Shuang Ao Flora Salim AI4TS 29 0 0 18 Jun 2024
Rethinking Spatio-Temporal Transformer for Traffic Prediction:Multi-level Multi-view Augmented Learning Framework Jiaqi Lin Qianqian Ren ViT AI4TS 34 0 0 17 Jun 2024
SpoT-Mamba: Learning Long-Range Dependency on Spatio-Temporal Graphs with Selective State Spaces Jinhyeok Choi Heehyeon Kim Minhyeong An Joyce Jiyoung Whang Mamba 24 1 0 17 Jun 2024
Pre-Training Identification of Graph Winning Tickets in Adaptive Spatial-Temporal Graph Neural Networks Wenying Duan Tianxiang Fang Hong Rao Xiaoxi He 48 0 0 12 Jun 2024
Continual Traffic Forecasting via Mixture of Experts Sanghyun Lee Chanyoung Park CLL 49 3 0 05 Jun 2024
Temporal Graph Learning Recurrent Neural Network for Traffic Forecasting Sanghyun Lee Chanyoung Park AI4TS 44 0 0 04 Jun 2024
Predicting Parking Availability in Singapore with Cross-Domain Data: A New Dataset and A Data-Driven Approach Huaiwu Zhang Yutong Xia Siru Zhong Kun Wang Zekun Tong Qingsong Wen Roger Zimmermann Yuxuan Liang 28 0 0 29 May 2024
FlashST: A Simple and Universal Prompt-Tuning Framework for Traffic Prediction Zhonghang Li Lianghao Xia Yong-mei Xu Chao Huang OOD AI4TS 42 11 0 28 May 2024
Heterogeneity-Informed Meta-Parameter Learning for Spatiotemporal Time Series Forecasting Zheng Dong Renhe Jiang Haotian Gao Hangchen Liu Jinliang Deng Qingsong Wen Xuan Song AI4TS 45 11 0 17 May 2024
A Unified Replay-based Continuous Learning Framework for Spatio-Temporal Prediction on Streaming Data Hao Miao Yan Zhao Chenjuan Guo Bin Yang Kai Zheng Feiteng Huang Jiandong Xie Christian S. Jensen AI4TS CLL 42 30 0 23 Apr 2024