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Hu, Jilin

  1. TFB: Towards Comprehensive and Fair Benchmarking of Time Series Forecasting Methods
    2024/03/29 by Xiangfei Qiu, Qiu, Xiangfei, Jilin Hu +19 · 58 citations
    Decision Sciences · Economics, Econometrics and Finance · #Artificial Intelligence (cs.AI) #Complex Systems and Time Series Analysis #Computers and Society (cs.CY) #FOS: Computer and information sciences #Forecasting Techniques and Applications #Machine Learning (cs.LG) #Stock Market Forecasting Methods
  2. CATCH: Channel-Aware multivariate Time Series Anomaly Detection via Frequency Patching
    2024/10/16 by Xingjian Wu, Xiangfei Qiu, Wu, Xingjian +13 · 24 citations
    Computer Science · #Anomaly Detection Techniques and Applications #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Network Security and Intrusion Detection #Time Series Analysis and Forecasting
  3. TSFM-Bench: A Comprehensive and Unified Benchmark of Foundation Models for Time Series Forecasting
    2024/10/15 by Zhe Li, Xiangfei Qiu, Li, Zhe +18 · 20 citations
    Computer Science · Decision Sciences · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Stock Market Forecasting Methods #Time Series Analysis and Forecasting
  4. DUET: Dual Clustering Enhanced Multivariate Time Series Forecasting
    2024/12/14 by Qiu, Xiangfei, Wu, Xingjian, Lin, Yan +3 · 22 citations
    #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  5. A Comprehensive Survey of Deep Learning for Multivariate Time Series Forecasting: A Channel Strategy Perspective
    2025/02/15 by Xiangfei Qiu, Hanyin Cheng, Qiu, Xiangfei +10 · 19 citations
    Computer Science · Decision Sciences · #Anomaly Detection Techniques and Applications #FOS: Computer and information sciences #Machine Learning (cs.LG) #Stock Market Forecasting Methods #Time Series Analysis and Forecasting
  6. LightPath: Lightweight and Scalable Path Representation Learning
    2023/07/19 by Yang, Sean Bin, Jilin Hu, Hu, Jilin +6 · 7 citations
    Engineering · Social Sciences · #Artificial Intelligence (cs.AI) #Databases (cs.DB) #FOS: Computer and information sciences #Infrastructure Maintenance and Monitoring #Machine Learning (cs.LG) #Traffic Prediction and Management Techniques #Transportation Planning and Optimization
  7. Pre-training General Trajectory Embeddings with Maximum Multi-view Entropy Coding
    2022/07/29 by Yan Lin, Huaiyu Wan, Lin, Yan +6 · 4 citations
    Computer Science · Engineering · #Anomaly Detection Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Traffic Prediction and Management Techniques #Video Surveillance and Tracking Methods
  8. Unsupervised Path Representation Learning with Curriculum Negative Sampling
    2021/06/17 by Yang, Sean Bin, Chenjuan Guo, Guo, Chenjuan +6 · 3 citations
    Computer Science · Engineering · #Anomaly Detection Techniques and Applications #Artificial Intelligence (cs.AI) #Data Management and Algorithms #FOS: Computer and information sciences #Machine Learning (cs.LG) #Traffic Prediction and Management Techniques
  9. SSD-TS: Exploring the Potential of Linear State Space Models for Diffusion Models in Time Series Imputation
    2024/10/17 by Hongfan Gao, Gao, Hongfan, W. H. Shen +9 · 6 citations
    Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural Networks and Applications #Time Series Analysis and Forecasting
  10. Rethinking Irregular Time Series Forecasting: A Simple yet Effective Baseline
    2025/05/16 by Liu, Xvyuan, Qiu, Xiangfei, Wu, Xingjian +4 · 12 citations
    #FOS: Computer and information sciences #Machine Learning (cs.LG)
  11. TAB: Unified Benchmarking of Time Series Anomaly Detection Methods
    2025/06/22 by Qiu, Xiangfei, Li, Zhe, Qiu, Wanghui +10 · 14 citations
    #FOS: Computer and information sciences #Machine Learning (cs.LG)
  12. MultiRC: Joint Learning for Time Series Anomaly Prediction and Detection with Multi-scale Reconstructive Contrast
    2024/10/21 by Hu, Shiyan, Zhao, Kai, Qiu, Xiangfei +4 · 4 citations
    #FOS: Computer and information sciences #Machine Learning (cs.LG)
  13. TrajFM: A Vehicle Trajectory Foundation Model for Region and Task Transferability
    2024/08/09 by Yan Lin, Tonglong Wei, Lin, Yan +13 · 3 citations
    Engineering · #Autonomous Vehicle Technology and Safety #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Simulation and Modeling Applications #Vehicle Dynamics and Control Systems
  14. EasyTime: Time Series Forecasting Made Easy
    2024/12/23 by Xiangfei Qiu, Xiuwen Li, Qiu, Xiangfei +24 · 9 citations
    Computer Science · Business, Management and Accounting · #Time Series Analysis and Forecasting #Big Data and Business Intelligence
  15. Origin-Destination Travel Time Oracle for Map-based Services
    2023/07/06 by Lin Yan, Lin, Yan, Huaiyu Wan +11 · 2 citations
    Computer Science · Engineering · Social Sciences · #Data Management and Algorithms #FOS: Computer and information sciences #Human Mobility and Location-Based Analysis #Machine Learning (cs.LG) #Traffic Prediction and Management Techniques
  16. MM-Path: Multi-modal, Multi-granularity Path Representation Learning -- Extended Version
    2024/11/27 by Ronghui Xu, Hanyin Cheng, Xu, Ronghui +10 · 4 citations
    Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications #Natural Language Processing Techniques #Speech and dialogue systems
  17. TrajCogn: Leveraging LLMs for Cognizing Movement Patterns and Travel Purposes from Trajectories
    2024/05/21 by Zhou, Zeyu, Lin, Yan, Wen, Haomin +5 · 2 citations
    #FOS: Computer and information sciences #Machine Learning (cs.LG)
  18. Orca: Ocean Significant Wave Height Estimation with Spatio-temporally Aware Large Language Models
    2024/07/29 by Zhe Li, Li, Zhe, Ronghui Xu +11 · 2 citations
    Earth and Planetary Sciences · #Atmospheric and Oceanic Physics (physics.ao-ph) #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Ocean Waves and Remote Sensing #Oceanographic and Atmospheric Processes #Tropical and Extratropical Cyclones Research
  19. Weakly-supervised Temporal Path Representation Learning with Contrastive Curriculum Learning -- Extended Version
    2022/03/30 by Chenjuan Guo, Yang, Sean Bin, Jilin Hu +8 · 1 citation
    Engineering · Social Sciences · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Human Mobility and Location-Based Analysis #Machine Learning (cs.LG) #Traffic Prediction and Management Techniques #Transportation Planning and Optimization
  20. HybridProver: Augmenting Theorem Proving with LLM-Driven Proof Synthesis and Refinement
    2025/05/21 by Jilin Hu, Hu, Jilin, Jianyu Zhang +5 · 2 citations
    Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Formal Languages and Automata Theory (cs.FL) #Logic, programming, and type systems #Mathematics, Computing, and Information Processing #Numerical Methods and Algorithms #Software Engineering (cs.SE)
  21. K2VAE: A Koopman-Kalman Enhanced Variational AutoEncoder for Probabilistic Time Series Forecasting
    2025/05/29 by Wu, Xingjian, Qiu, Xiangfei, Gao, Hongfan +3 · 2 citations
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  22. UVTM: Universal Vehicle Trajectory Modeling with ST Feature Domain Generation
    2024/02/11 by Lin, Yan, Hu, Jilin, Guo, Shengnan +4 · 1 citation
    #FOS: Computer and information sciences #Machine Learning (cs.LG)