STDEN: Towards Physics-Guided Neural Networks for Traffic Flow Prediction

1 September 2022

Papers citing "STDEN: Towards Physics-Guided Neural Networks for Traffic Flow Prediction"

28 / 28 papers shown

Title
Learning Universal Multi-level Market Irrationality Factors to Improve Stock Return Forecasting Chen Yang Jingyuan Wang Xiaohan Jiang Junjie Wu AIFin AI4TS 70 0 0 07 Feb 2025
Memory-enhanced Invariant Prompt Learning for Urban Flow Prediction under Distribution Shifts Haiyang Jiang Tong Chen Feiyu Xiong Nguyen Quoc Viet Hung Yuan Yuan Yong Li Lizhen Cui OOD AI4TS 250 1 0 07 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 77 4 0 01 Dec 2024
Multi-View Neural Differential Equations for Continuous-Time Stream Data in Long-Term Traffic Forecasting Zibo Liu Zhe Jiang Shigang Chen AI4TS 37 0 0 12 Aug 2024
Physics-guided Active Sample Reweighting for Urban Flow Prediction Wei Jiang Tong Chen Guanhua Ye Wentao Zhang Lizhen Cui Zi Huang Hongzhi Yin AI4TS AI4CE 29 5 0 18 Jul 2024
Urban Traffic Forecasting with Integrated Travel Time and Data Availability in a Conformal Graph Neural Network Framework Mayur Patil Qadeer Ahmed Shawn Midlam-Mohler AI4TS 53 0 0 17 Jul 2024
Frequency Enhanced Pre-training for Cross-city Few-shot Traffic Forecasting Zhanyu Liu Jianrong Ding Guanjie Zheng AI4TS 24 2 0 03 Jun 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 31 0 23 Apr 2024
COOL: A Conjoint Perspective on Spatio-Temporal Graph Neural Network for Traffic Forecasting Wei Ju Yusheng Zhao Yifang Qin Siyu Yi Jingyang Yuan Zhiping Xiao Xiao Luo Xiting Yan Ming Zhang 38 23 0 02 Mar 2024
AirPhyNet: Harnessing Physics-Guided Neural Networks for Air Quality Prediction Kethmi Hirushini Hettige Jiahao Ji Shili Xiang Cheng Long Gao Cong Jingyuan Wang AI4CE 35 10 0 06 Feb 2024
Multi-scale Traffic Pattern Bank for Cross-city Few-shot Traffic Forecasting Zhanyu Liu Guanjie Zheng Yanwei Yu AI4TS 33 5 0 01 Feb 2024
Multi-Factor Spatio-Temporal Prediction based on Graph Decomposition Learning Jiahao Ji Jingyuan Wang Yu Mou Cheng Long AI4TS 22 1 0 16 Oct 2023
A Physics Enhanced Residual Learning (PERL) Framework for Vehicle Trajectory Prediction Keke Long Zihao Sheng Haotian Shi Xiaopeng Li Sikai Chen Sue Ahn 29 5 0 26 Sep 2023
Deciphering Spatio-Temporal Graph Forecasting: A Causal Lens and Treatment Yutong Xia Yuxuan Liang Haomin Wen Xu Liu Kun Wang Zhengyang Zhou Roger Zimmermann AI4TS 42 40 0 23 Sep 2023
Dynamic Hypergraph Structure Learning for Traffic Flow Forecasting Yusheng Zhao Xiao Luo Wei Ju C. L. Philip Chen Xiansheng Hua Ming Zhang AI4TS 39 26 0 21 Sep 2023
Unified Data Management and Comprehensive Performance Evaluation for Urban Spatial-Temporal Prediction [Experiment, Analysis & Benchmark] Jiawei Jiang Chengkai Han Wayne Xin Zhao Jingyuan Wang 29 2 0 24 Aug 2023
Cross-city Few-Shot Traffic Forecasting via Traffic Pattern Bank Zhanyu Liu Guanjie Zheng Yanwei Yu AI4TS 16 30 0 17 Aug 2023
FDTI: Fine-grained Deep Traffic Inference with Roadnet-enriched Graph Zhanyu Liu Chumeng Liang Guanjie Zheng Hua Wei 31 5 0 19 Jun 2023
UCTB: An Urban Computing Tool Box for Building Spatiotemporal Prediction Services Jiangyi Fang Liyue Chen Di Chai Yayao Hong Xiuhuai Xie Longbiao Chen Leye Wang AI4TS 26 1 0 07 Jun 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 AI4TS 41 28 0 11 Apr 2023
Spatio-Temporal Graph Neural Networks for Predictive Learning in Urban Computing: A Survey G. Jin Keli Zhang Yuchen Fang Zezhi Shao Jincai Huang Junbo Zhang Yu Zheng AI4TS AI4CE 85 185 0 25 Mar 2023
Physics-Informed Deep Learning For Traffic State Estimation: A Survey and the Outlook Xuan Di Rongye Shi Zhaobin Mo Yongjie Fu PINN AI4TS AI4CE 34 28 0 03 Mar 2023
DiffSTG: Probabilistic Spatio-Temporal Graph Forecasting with Denoising Diffusion Models Haomin Wen Youfang Lin Yutong Xia Huaiyu Wan Qingsong Wen Roger Zimmermann Keli Zhang DiffM 31 83 0 31 Jan 2023
PDFormer: Propagation Delay-Aware Dynamic Long-Range Transformer for Traffic Flow Prediction Jiawei Jiang Chengkai Han Wayne Xin Zhao Jingyuan Wang AI4TS 33 248 0 19 Jan 2023
Continuous Trajectory Generation Based on Two-Stage GAN Wenjun Jiang Wayne Xin Zhao Jingyuan Wang Jiawei Jiang 9 41 0 16 Jan 2023
Spatio-Temporal Self-Supervised Learning for Traffic Flow Prediction Jiahao Ji Jingyuan Wang Chaoqin Huang Junjie Wu Bo Xu Zhen Wu Junbo Zhang Yu Zheng OOD AI4TS 13 159 0 07 Dec 2022
Self-supervised Trajectory Representation Learning with Temporal Regularities and Travel Semantics Jiawei Jiang Dayan Pan Houxing Ren Xiaohan Jiang Chao Li Jingyuan Wang AI4TS 33 66 0 17 Nov 2022
Geometric deep learning: going beyond Euclidean data M. Bronstein Joan Bruna Yann LeCun Arthur Szlam P. Vandergheynst GNN 264 3,246 0 24 Nov 2016