Unsupervised Path Representation Learning with Curriculum Negative Sampling

17 June 2021

Papers citing "Unsupervised Path Representation Learning with Curriculum Negative Sampling"

25 / 25 papers shown

Title
Data Driven Decision Making with Time Series and Spatio-temporal Data Bin Yang Keli Zhang Chenjuan Guo Christian S. Jensen AI4TS 159 1 0 11 Mar 2025
RCRank: Multimodal Ranking of Root Causes of Slow Queries in Cloud Database Systems Biao Ouyang Yingying Zhang Hanyin Cheng Yang Shu Chenjuan Guo Bin Yang Qingsong Wen L. Fan Christian S. Jensen 53 1 0 06 Mar 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 55 1 0 08 Feb 2025
STAHGNet: Modeling Hybrid-grained Heterogenous Dependency Efficiently for Traffic Prediction Yufei Guo Zehua Peng Yijia Zhang Dengbo He Lei Chen 36 0 0 23 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 4 0 01 Dec 2024
Grid and Road Expressions Are Complementary for Trajectory Representation Learning Silin Zhou Shuo Shang Lisi Chen Peng Han Christian S. Jensen 57 0 0 22 Nov 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 Yongjun Xu AI4TS 38 3 0 17 Oct 2024
CATCH: Channel-Aware multivariate Time Series Anomaly Detection via Frequency Patching Xingjian Wu Xiangfei Qiu Zhengyu Li Yihang Wang Jilin Hu Chenjuan Guo Hui Xiong Bin Yang AI4TS 61 12 0 16 Oct 2024
PLM4Traj: Cognizing Movement Patterns and Travel Purposes from Trajectories with Pre-trained Language Models Zeyu Zhou Yan Lin Haomin Wen Shengnan Guo Jilin Hu Youfang Lin Huaiyu Wan 42 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 63 0 29 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 11 0 25 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
VisionTraj: A Noise-Robust Trajectory Recovery Framework based on Large-scale Camera Network Zhishuai Li Ziyue Li Xiaoru Hu Guoqing Du Yunhao Nie Feng Zhu Lei Bai Rui Zhao 28 3 0 11 Dec 2023
Jointly spatial-temporal representation learning for individual trajectories Fei Huang Jianrong Lv Yang Yue AI4TS 75 1 0 07 Dec 2023
A Critical Perceptual Pre-trained Model for Complex Trajectory Recovery Dedong Li Ziyue Li Zhishuai Li Lei Bai Qingyuan Gong Lijun Sun Wolf Ketter Rui Zhao 35 5 0 05 Nov 2023
LightPath: Lightweight and Scalable Path Representation Learning Sean Bin Yang Jilin Hu Chenjuan Guo B. Yang Christian S. Jensen 44 27 0 19 Jul 2023
Self-supervised Trajectory Representation Learning with Temporal Regularities and Travel Semantics Jiawei Jiang Dayan Pan Houxing Ren Xiaohan Jiang Chao Li Jingyuan Wang AI4TS 30 65 0 17 Nov 2022
Jointly Contrastive Representation Learning on Road Network and Trajectory Zhenyu Mao Ziyue Li Dedong Li Lei Bai Rui Zhao AI4TS 39 48 0 14 Sep 2022
Triformer: Triangular, Variable-Specific Attentions for Long Sequence Multivariate Time Series Forecasting--Full Version Razvan-Gabriel Cirstea Chenjuan Guo B. Yang Tung Kieu Xuanyi Dong Shirui Pan AI4TS 37 106 0 28 Apr 2022
Robust and Explainable Autoencoders for Unsupervised Time Series Outlier Detection---Extended Version Tung Kieu B. Yang Chenjuan Guo Christian S. Jensen Yan Zhao Feiteng Huang Kai Zheng AI4TS 27 37 0 07 Apr 2022
Weakly-supervised Temporal Path Representation Learning with Contrastive Curriculum Learning -- Extended Version Sean Bin Yang Chenjuan Guo Jilin Hu B. Yang Jiangtao Tang Christian S. Jensen 30 20 0 30 Mar 2022
Towards Spatio-Temporal Aware Traffic Time Series Forecasting--Full Version Razvan-Gabriel Cirstea B. Yang Chenjuan Guo Tung Kieu Shirui Pan AI4TS 24 76 0 29 Mar 2022
Fine-Grained Trajectory-based Travel Time Estimation for Multi-city Scenarios Based on Deep Meta-Learning Chenxing Wang Fang Zhao Haichao Zhang Haiyong Luo Yanjun Qin Yuchen Fang AI4TS 14 17 0 20 Jan 2022
AutoCTS: Automated Correlated Time Series Forecasting -- Extended Version Xinle Wu Dalin Zhang Chenjuan Guo Chaoyang He B. Yang Christian S. Jensen AI4TS 36 68 0 21 Dec 2021
Unsupervised Time Series Outlier Detection with Diversity-Driven Convolutional Ensembles -- Extended Version David Campos Tung Kieu Chenjuan Guo Feiteng Huang Kai Zheng B. Yang Christian S. Jensen AI4TS 28 51 0 22 Nov 2021