LightPath: Lightweight and Scalable Path Representation Learning

LightPath: Lightweight and Scalable Path Representation Learning

19 July 2023

Christian S. Jensen

Papers citing "LightPath: Lightweight and Scalable Path Representation Learning"

14 / 14 papers shown

Title
Data Driven Decision Making with Time Series and Spatio-temporal Data Bin Yang Yuxuan Liang Chenjuan Guo Christian S. Jensen AI4TS 139 0 0 11 Mar 2025
MM-Path: Multi-modal, Multi-granularity Path Representation Learning -- Extended Version Ronghui Xu Hanyin Cheng Chenjuan Guo Hongfan Gao J. Hu Sean Bin Yang Bin Yang 77 4 0 03 Jan 2025
BIGCity: A Universal Spatiotemporal Model for Unified Trajectory and Traffic State Data Analysis Xie Yu Jingyuan Wang Yifan Yang Qian Huang Ke Qu 72 4 0 01 Dec 2024
TEAM: Topological Evolution-aware Framework for Traffic Forecasting--Extended Version Duc Kieu Tung Kieu Peng Han Bin Yang Christian S. Jensen Bac Le AI4TS 24 1 0 24 Oct 2024
Context-Enhanced Multi-View Trajectory Representation Learning: Bridging the Gap through Self-Supervised Models Tangwen Qian Junhe Li Yile Chen Gao Cong Tao Sun Fei Wang Y. Xu AI4TS 38 3 0 17 Oct 2024
PTrajM: Efficient and Semantic-rich Trajectory Learning with Pretrained Trajectory-Mamba Yan Lin Yichen Liu Zeyu Zhou Haomin Wen Erwen Zheng S. Guo Youfang Lin Huaiyu Wan Mamba 43 2 0 09 Aug 2024
TrajFM: A Vehicle Trajectory Foundation Model for Region and Task Transferability Yan Lin Tonglong Wei Zeyu Zhou Haomin Wen Jilin Hu S. Guo Youfang Lin Huaiyu Wan 27 3 0 09 Aug 2024
PLM4Traj: Cognizing Movement Patterns and Travel Purposes from Trajectories with Pre-trained Language Models Zeyu Zhou Yan Lin Haomin Wen S. Guo Jilin Hu Youfang Lin Huaiyu Wan 34 0 0 21 May 2024
TFB: Towards Comprehensive and Fair Benchmarking of Time Series Forecasting Methods Xiangfei Qiu Jilin Hu Lekui Zhou Xingjian Wu Junyang Du ... Chenjuan Guo Aoying Zhou Christian S. Jensen Zhenli Sheng Bin Yang AI4TS 57 62 0 29 Mar 2024
Deep Learning for Trajectory Data Management and Mining: A Survey and Beyond Wei Chen Yuxuan Liang Yuanshao Zhu Yanchuan Chang Kang Luo ... Chao Chen Kai Zheng Yunjun Gao Xiaofang Zhou Yu Zheng 63 22 0 21 Mar 2024
More Than Routing: Joint GPS and Route Modeling for Refine Trajectory Representation Learning Zhipeng Ma Zheyan Tu Xinhai Chen Yan Zhang Deguo Xia Guyue Zhou Yilun Chen Yu Zheng Jiangtao Gong SSL 33 10 0 25 Feb 2024
UVTM: Universal Vehicle Trajectory Modeling with ST Feature Domain Generation Yan Lin Jilin Hu S. Guo Bin Yang Christian S. Jensen Youfang Lin Huaiyu Wan 40 0 0 11 Feb 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
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 305 7,434 0 11 Nov 2021