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 / 131 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 Chenyu Huang 83 0 0 02 Apr 2025
Timeseries Foundation Models for Mobility: A Benchmark Comparison with Traditional and Deep Learning Models Anita Graser AI4TS 33 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 Jiawei Zhang 74 0 0 14 Mar 2025
Data Driven Decision Making with Time Series and Spatio-temporal Data Bin Yang Keli Zhang Chenjuan Guo Christian S. Jensen AI4TS 168 1 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 44 0 0 24 Feb 2025
Spatiotemporal-aware Trend-Seasonality Decomposition Network for Traffic Flow Forecasting Lingxiao Cao Bin Wang Guiyuan Jiang Yanwei Yu Junyu Dong AI4TS 78 1 0 17 Feb 2025
Collaborative Deterministic-Probabilistic Forecasting for Real-World Spatiotemporal Systems 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 7 0 18 Jan 2025
Efficient Traffic Prediction Through Spatio-Temporal Distillation Qianru Zhang Xinyi Gao Haixin Wang Siu-Ming Yiu Hongzhi Yin AI4TS 40 2 0 15 Jan 2025
STContext: A Multifaceted Dataset for Developing Context-aware Spatio-temporal Crowd Mobility Prediction Models Liyue Chen Jiangyi Fang Tengfei Liu Fangyuan Gao Leye Wang AI4TS 36 0 0 08 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 33 11 0 31 Dec 2024
HiMoE: Heterogeneity-Informed Mixture-of-Experts for Fair Spatial-Temporal Forecasting Shaohan Yu Pan Deng Yu Zhao Jiaheng Liu Ziáng Wang MoE 243 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 97 1 0 20 Nov 2024
Spatially Constrained Transformer with Efficient Global Relation Modelling for Spatio-Temporal Prediction Ashutosh Sao Simon Gottschalk AI4TS 39 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 36 0 0 05 Oct 2024
Time-MoE: Billion-Scale Time Series Foundation Models with Mixture of Experts Xiaoming Shi Shiyu Wang Yuqi Nie Dianqi Li Zhou Ye Qingsong Wen Ming Jin AI4TS 46 32 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 31 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 42 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 47 2 0 23 Apr 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 44 30 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 79 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 52 3 0 27 Dec 2023
Does Vector Quantization Fail in Spatio-Temporal Forecasting? Exploring a Differentiable Sparse Soft-Vector Quantization Approach Chao Chen Tian Zhou Yanjun Zhao Hui Liu Liang Sun Rong Jin 45 0 0 06 Dec 2023
ChatTraffic: Text-to-Traffic Generation via Diffusion Model Chengyang Zhang Yong Zhang Qitan Shao Bo Li Yisheng Lv Xinglin Piao Baocai Yin 30 6 0 27 Nov 2023
Large Models for Time Series and Spatio-Temporal Data: A Survey and Outlook Ming Jin Qingsong Wen Keli Zhang Chaoli Zhang Siqiao Xue ... Shirui Pan Vincent S. Tseng Yu Zheng Lei Chen Hui Xiong AI4TS SyDa 40 118 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 24 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 38 75 0 21 Aug 2023
STEF-DHNet: Spatiotemporal External Factors Based Deep Hybrid Network for Enhanced Long-Term Taxi Demand Prediction Sheraz Hassan Muhammad Ahmad Tahir M. Uppal Zubair Khalid Ivan Gorban Selim Turki 24 1 0 26 Jun 2023
LaDe: The First Comprehensive Last-mile Delivery Dataset from Industry Lixia Wu Haomin Wen Haoyuan Hu Xiaowei Mao Yutong Xia ... Yuxuan Liang Liuqing Yang Roger Zimmermann Youfang Lin Huaiyu Wan 47 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 21 21 0 16 Jun 2023
Graph-based Multi-ODE Neural Networks for Spatio-Temporal Traffic Forecasting Zibo Liu Parshin Shojaee Chandan K. Reddy AI4TS AI4CE 32 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 39 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 39 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 37 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 46 6 0 06 Apr 2023
Urban Regional Function Guided Traffic Flow Prediction Kuo Wang Lingbo Liu Yang Liu Guanbin Li Fan Zhou Liang Lin 38 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
Dynamic Graph Convolutional Network with Attention Fusion for Traffic Flow Prediction Xunlian Luo Chunjiang Zhu Detian Zhang Qing Li GNN AI4TS 32 6 0 24 Feb 2023
Fast Temporal Wavelet Graph Neural Networks D. Nguyen Manh Tuan Nguyen Truong-Son Hy Risi Kondor AI4TS 31 7 0 17 Feb 2023
INCREASE: Inductive Graph Representation Learning for Spatio-Temporal Kriging Chuanpan Zheng Xiaoliang Fan Cheng-i Wang Jianzhong Qi Chaochao Chen Longbiao Chen AI4TS 23 19 0 06 Feb 2023
Streaming Traffic Flow Prediction Based on Continuous Reinforcement Learning Yanan Xiao Minyu Liu Zichen Zhang Lu Jiang Minghao Yin Jianan Wang AI4TS 30 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 44 10 0 12 Dec 2022
Geo-Adaptive Deep Spatio-Temporal predictive modeling for human mobility S. M. A. Zaidi V. Chandola Eunhye Yoo 3DH 39 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 30 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
Inter- and Intra-Series Embeddings Fusion Network for Epidemiological Forecasting Feng Xie Zhong Zhang Xuechen Zhao B. Zhou Yusong Tan AI4TS 28 3 0 23 Aug 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 34 7 0 11 Jul 2022