Deep Spatio-Temporal Residual Networks for Citywide Crowd Flows Prediction

1 October 2016

Papers citing "Deep Spatio-Temporal Residual Networks for Citywide Crowd Flows Prediction"

50 / 104 papers shown

Title
Urban Computing in the Era of Large Language Models Zhonghang Li Lianghao Xia Xubin Ren J. Tang Tianyi Chen Yong-mei Xu C. Huang 76 0 0 02 Apr 2025
Timeseries Foundation Models for Mobility: A Benchmark Comparison with Traditional and Deep Learning Models Anita Graser AI4TS 28 0 0 31 Mar 2025
GMG: A Video Prediction Method Based on Global Focus and Motion Guided Yuhao Du Hui Liu Haoxiang Peng Xinyuan Chen Chenrong Wu J. Zhang 59 0 0 14 Mar 2025
Data Driven Decision Making with Time Series and Spatio-temporal Data Bin Yang Yuxuan Liang Chenjuan Guo Christian S. Jensen AI4TS 130 0 0 11 Mar 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
Beyond Fixed Variables: Expanding-variate Time Series Forecasting via Flat Scheme and Spatio-temporal Focal Learning Minbo Ma Kai Tang Huan Li Fei Teng Dalin Zhang Tianrui Li AI4TS 41 0 0 24 Feb 2025
Collaborative Deterministic-Diffusion Model for Probabilistic Spatiotemporal Prediction Zhi Sheng Yuan Yuan Yudi Zhang Depeng Jin Yong Li DiffM AI4CE 46 0 0 16 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 35 2 0 15 Jan 2025
Multimodal joint prediction of traffic spatial-temporal data with graph sparse attention mechanism and bidirectional temporal convolutional network Dongran Zhang Jiangnan Yan K. Polat A. Alhudhaif Jun Li AI4TS 29 11 0 31 Dec 2024
HiMoE: Heterogeneity-Informed Mixture-of-Experts for Fair Spatial-Temporal Forecasting Shaohan Yu Pan Deng Yu Zhao J. Liu Ziáng Wang MoE 164 0 0 30 Nov 2024
UniFlow: A Foundation Model for Unified Urban Spatio-Temporal Flow Prediction Yuan Yuan Jingtao Ding Chonghua Han Depeng Jin Yong Li Yong Li AI4TS AI4CE 79 2 0 20 Nov 2024
Spatially Constrained Transformer with Efficient Global Relation Modelling for Spatio-Temporal Prediction Ashutosh Sao Simon Gottschalk AI4TS 34 0 0 11 Nov 2024
From Incomplete Coarse-Grained to Complete Fine-Grained: A Two-Stage Framework for Spatiotemporal Data Reconstruction Ziyu Sun Haoyang Su E. Wang Funing Yang Yongjian Yang Wenbin Liu AI4TS DiffM 31 0 0 05 Oct 2024
Time-MoE: Billion-Scale Time Series Foundation Models with Mixture of Experts X. Shi Shiyu Wang Yuqi Nie Dianqi Li Zhou Ye Qingsong Wen Ming Jin AI4TS 34 26 0 24 Sep 2024
UMOD: A Novel and Effective Urban Metro Origin-Destination Flow Prediction Method Peng Xie Minbo Ma Bin Wang Junbo Zhang Tianrui Li 29 0 0 08 Sep 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 37 0 0 02 Aug 2024
Deep Multi-View Channel-Wise Spatio-Temporal Network for Traffic Flow Prediction Hao Miao Senzhang Wang Meiyue Zhang Diansheng Guo Funing Sun Fan Yang 41 1 0 23 Apr 2024
Towards Urban General Intelligence: A Review and Outlook of Urban Foundation Models Weijiao Zhang Jindong Han Zhao Xu Hang Ni Hao Liu Hui Xiong Hui Xiong AI4CE 77 15 0 30 Jan 2024
Learning Time-aware Graph Structures for Spatially Correlated Time Series Forecasting Minbo Ma Jilin Hu Christian S. Jensen Fei Teng Peng Han Zhiqiang Xu Tian-Jie Li AI4TS 44 3 0 27 Dec 2023
SVQ: Sparse Vector Quantization for Spatiotemporal Forecasting Chao Chen Tian Zhou Yanjun Zhao Hui Liu Liang Sun Rong Jin 32 0 0 06 Dec 2023
Large Models for Time Series and Spatio-Temporal Data: A Survey and Outlook Ming Jin Qingsong Wen Yuxuan Liang Chaoli Zhang Siqiao Xue ... Shirui Pan Vincent S. Tseng Yu Zheng Lei Chen Hui Xiong AI4TS SyDa 33 117 0 16 Oct 2023
Rethinking Sensors Modeling: Hierarchical Information Enhanced Traffic Forecasting Qian Ma Zijian Zhang Xiangyu Zhao Haoliang Li Hongwei Zhao Yiqi Wang Zitao Liu Wanyu Wang 8 12 0 20 Sep 2023
Federated Learning for Connected and Automated Vehicles: A Survey of Existing Approaches and Challenges Vishnu Pandi Chellapandi Liangqi Yuan Christopher G. Brinton Stanislaw H. .Zak Ziran Wang FedML 27 75 0 21 Aug 2023
LaDe: The First Comprehensive Last-mile Delivery Dataset from Industry Lixia Wu Haomin Wen Haoyuan Hu Xiaowei Mao Yutong Xia ... Y. Liang Liuqing Yang Roger Zimmermann Youfang Lin Huaiyu Wan 37 8 0 19 Jun 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 19 20 0 16 Jun 2023
Graph-based Multi-ODE Neural Networks for Spatio-Temporal Traffic Forecasting Zibo Liu Parshin Shojaee Chandan K. Reddy AI4TS AI4CE 24 9 0 30 May 2023
PastNet: Introducing Physical Inductive Biases for Spatio-temporal Video Prediction Hao Wu Wei Xion Fan Xu Xian-Sheng Hua C. L. Philip Chen Xiansheng Hua AI4TS 23 27 0 19 May 2023
Dynamic Causal Explanation Based Diffusion-Variational Graph Neural Network for Spatio-temporal Forecasting G. Liang Prayag Tiwari Sławomir Nowaczyk Stefan Byttner F. Alonso-Fernandez DiffM 36 12 0 16 May 2023
AutoSTL: Automated Spatio-Temporal Multi-Task Learning Zijian Zhang Xiangyu Zhao Hao Miao Chunxu Zhang Hongwei Zhao Junbo Zhang AI4TS 20 19 0 16 Apr 2023
Inductive biases in deep learning models for weather prediction Jannik Thümmel Matthias Karlbauer S. Otte C. Zarfl Georg Martius ... Thomas Scholten Ulrich Friedrich V. Wulfmeyer B. Goswami Martin Volker Butz AI4CE 33 5 0 06 Apr 2023
Urban Regional Function Guided Traffic Flow Prediction Kuo Wang Lingbo Liu Yang Liu Guanbin Li Fan Zhou Liang Lin 25 25 0 17 Mar 2023
Fairness-enhancing deep learning for ride-hailing demand prediction Yunhan Zheng Qingyi Wang Dingyi Zhuang Shenhao Wang Jinhua Zhao 41 12 0 10 Mar 2023
Fast Temporal Wavelet Graph Neural Networks D. Nguyen Manh Tuan Nguyen Truong Son-Hy Risi Kondor AI4TS 23 7 0 17 Feb 2023
Streaming Traffic Flow Prediction Based on Continuous Reinforcement Learning Yanan Xiao Minyu Liu Zichen Zhang Lu Jiang Minghao Yin Jianan Wang AI4TS 25 5 0 24 Dec 2022
Spatial-temporal traffic modeling with a fusion graph reconstructed by tensor decomposition Qin Li Xu Yang Yong Wang Yuankai Wu Deqiang He 34 10 0 12 Dec 2022
Geo-Adaptive Deep Spatio-Temporal predictive modeling for human mobility S. M. A. Zaidi V. Chandola Eunhye Yoo 3DH 31 0 0 27 Nov 2022
Spatial-Temporal Graph Convolutional Gated Recurrent Network for Traffic Forecasting Le Zhao Mingcai Chen Yuntao Du Haiyang Yang Chongjun Wang GNN AI4TS 11 4 0 06 Oct 2022
Practical Adversarial Attacks on Spatiotemporal Traffic Forecasting Models F. Liu Haowen Liu Wenzhao Jiang OOD 64 33 0 05 Oct 2022
Towards Learning in Grey Spatiotemporal Systems: A Prophet to Non-consecutive Spatiotemporal Dynamics Zhengyang Zhou Yang Kuo Wei Sun Binwu Wang Mingxing Zhou Yunan Zong Yang Wang AI4TS 24 3 0 17 Aug 2022
Towards Spatio-Temporal Cross-Platform Graph Embedding Fusion for Urban Traffic Flow Prediction Mahan Tabatabaie James S. Maniscalco Connor Lynch Suining He AI4TS 14 0 0 15 Aug 2022
A Baselined Gated Attention Recurrent Network for Request Prediction in Ridesharing Jingran Shen Nikos Tziritas Georgios Theodoropoulos AI4TS 26 7 0 11 Jul 2022
Temporal Attention Unit: Towards Efficient Spatiotemporal Predictive Learning Cheng Tan Zhangyang Gao Lirong Wu Yongjie Xu Jun-Xiong Xia Siyuan Li Stan Z. Li 31 107 0 24 Jun 2022
SimVP: Simpler yet Better Video Prediction Zhangyang Gao Cheng Tan Lirong Wu Stan Z. Li 27 211 0 09 Jun 2022
A Cross-City Federated Transfer Learning Framework: A Case Study on Urban Region Profiling Gaode Chen Yijun Su Xinghua Zhang Anmin Hu Guochun Chen Siyuan Feng Jinlin Xiang Junbo Zhang Yu Zheng 35 5 0 31 May 2022
Predicting vacant parking space availability zone-wisely: a graph based spatio-temporal prediction approach Yajing Feng Qian Hu Zhenzhou Tang 13 4 0 03 May 2022
Spatio-Temporal Latent Graph Structure Learning for Traffic Forecasting Jiabin Tang Tang Qian Shikun Liu Shengdong Du Jie Hu Tianrui Li AI4TS 22 22 0 25 Feb 2022
Dynamic Relation Discovery and Utilization in Multi-Entity Time Series Forecasting Lin Huang Lijun Wu Jia Zhang Jiang Bian Tie-Yan Liu AI4TS 26 2 0 18 Feb 2022
Improving short-term bike sharing demand forecast through an irregular convolutional neural network Xinyu Li Yang Xu Xiaohu Zhang Wenzhong Shi Y. Yue Qingquan Li AI4TS 9 52 0 09 Feb 2022
Spatial-Temporal Sequential Hypergraph Network for Crime Prediction with Dynamic Multiplex Relation Learning Lianghao Xia Chao Huang Yong-mei Xu Peng Dai Liefeng Bo Xiyue Zhang Tianyi Chen AI4TS 28 65 0 07 Jan 2022