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Song, Dongjin

  1. A Dual-Stage Attention-Based Recurrent Neural Network for Time Series Prediction
    2017/04/07 by Qin, Yao, Song, Dongjin, Chen, Haifeng +3 · 29 citations
    #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  2. A Deep Neural Network for Unsupervised Anomaly Detection and Diagnosis in Multivariate Time Series Data
    2018/11/20 by Zhang, Chuxu, Song, Dongjin, Chen, Yuncong +7 · 18 citations
    #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  3. Self-Supervised Learning for Time Series Analysis: Taxonomy, Progress, and Prospects
    2023/06/16 by Kexin Zhang, Qingsong Wen, Zhang, Kexin +19 · 13 citations
    Computer Science · #Anomaly Detection Techniques and Applications #Applications (stat.AP) #Artificial Intelligence (cs.AI) #Data Stream Mining Techniques #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Signal Processing (eess.SP) #Time Series Analysis and Forecasting #electronic engineering #information engineering
  4. Empowering Time Series Analysis with Large Language Models: A Survey
    2024/02/05 by Jiang, Yushan, Pan, Zijie, Zhang, Xikun +4 · 8 citations
    #FOS: Computer and information sciences #Machine Learning (cs.LG)
  5. Dynamic Gaussian Mixture based Deep Generative Model For Robust Forecasting on Sparse Multivariate Time Series
    2021/03/03 by Yinjun Wu, Jingchao Ni, Wu, Yinjun +17 · 3 citations
    Computer Science · #Time Series Analysis and Forecasting #Machine Learning in Healthcare #Gaussian Processes and Bayesian Inference
  6. TimeXL: Explainable Multi-modal Time Series Prediction with LLM-in-the-Loop
    2025/03/02 by Jiang, Yushan, Yu, Wenchao, Lee, Geon +5 · 11 citations
    #FOS: Computer and information sciences #Machine Learning (cs.LG)
  7. Continual Learning on Graphs: Challenges, Solutions, and Opportunities
    2024/02/18 by Xikun Zhang, Zhang, Xikun, Dongjin Song +3 · 4 citations
    Computer Science · #Advanced Graph Neural Networks #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Algorithms #Text and Document Classification Technologies
  8. S2IP-LLM: Semantic Space Informed Prompt Learning with LLM for Time Series Forecasting
    2024/03/09 by Zijie Pan, Pan, Zijie, Yushan Jiang +9 · 4 citations
    Computer Science · Decision Sciences · #Advanced Text Analysis Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG) #Stock Market Forecasting Methods #Time Series Analysis and Forecasting
  9. FACESEC: A Fine-grained Robustness Evaluation Framework for Face Recognition Systems
    2021/04/08 by Tong, Liang, Chen, Zhengzhang, Ni, Jingchao +4 · 2 citations
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  10. Federated Distributionally Robust Optimization with Non-Convex Objectives: Algorithm and Analysis
    2023/07/25 by Yang Jiao, Jiao, Yang, Kai Yang +3 · 3 citations
    Decision Sciences · Computer Science · #Risk and Portfolio Optimization #Stochastic Gradient Optimization Techniques #Blockchain Technology Applications and Security
  11. Online GNN Evaluation Under Test-time Graph Distribution Shifts
    2024/03/15 by Zheng, Xin, Song, Dongjin, Wen, Qingsong +2 · 4 citations
    #FOS: Computer and information sciences #Machine Learning (cs.LG)
  12. TS-RAG: Retrieval-Augmented Generation based Time Series Foundation Models are Stronger Zero-Shot Forecaster
    2025/03/06 by Kanghui Ning, Zijie Pan, Ning, Kanghui +17 · 6 citations
    Computer Science · Decision Sciences · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Stock Market Forecasting Methods #Time Series Analysis and Forecasting
  13. Multi-modal Time Series Analysis: A Tutorial and Survey
    2025/03/17 by Jiang, Yushan, Ning, Kanghui, Pan, Zijie +7 · 7 citations
    #FOS: Computer and information sciences #Machine Learning (cs.LG)
  14. Towards Safe Autonomy in Hybrid Traffic: Detecting Unpredictable Abnormal Behaviors of Human Drivers via Information Sharing
    2023/08/23 by Wang, Jiangwei, Su, Lili, Han, Songyang +2 · 2 citations
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Robotics (cs.RO)
  15. Structural Knowledge Informed Continual Multivariate Time Series Forecasting
    2024/02/20 by Zijie Pan, Pan, Zijie, Yushan Jiang +11 · 2 citations
    Computer Science · Decision Sciences · #FOS: Computer and information sciences #Forecasting Techniques and Applications #Machine Learning (cs.LG) #Stock Market Forecasting Methods #Time Series Analysis and Forecasting
  16. Distributed Distributionally Robust Optimization with Non-Convex Objectives
    2022/10/14 by Yang Jiao, Kai Yang, Jiao, Yang +3 · 1 citation
    Computer Science · Decision Sciences · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Metaheuristic Optimization Algorithms Research #Risk and Portfolio Optimization #Stochastic Gradient Optimization Techniques
  17. Harnessing Vision Models for Time Series Analysis: A Survey
    2025/02/13 by Ni, Jingchao, Zhao, Ziming, Shen, ChengAo +5 · 3 citations
    #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  18. Privacy-preserving and Uncertainty-aware Federated Trajectory Prediction for Connected Autonomous Vehicles
    2023/03/08 by Muzi Peng, Peng, Muzi, Jiangwei Wang +7 · 1 citation
    Engineering · #Autonomous Vehicle Technology and Safety #Computer Vision and Pattern Recognition (cs.CV) #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #Robotics (cs.RO) #Traffic Prediction and Management Techniques #Vehicular Ad Hoc Networks (VANETs) #and Cluster Computing (cs.DC)
  19. Asynchronous Distributed Bilevel Optimization
    2022/12/20 by Yang Jiao, Kai Yang, Jiao, Yang +7 · 1 citation
    Computer Science · Medicine · Decision Sciences · #Stochastic Gradient Optimization Techniques #Pancreatic and Hepatic Oncology Research #Advanced Bandit Algorithms Research
  20. Multi-Modal View Enhanced Large Vision Models for Long-Term Time Series Forecasting
    2025/05/29 by ChengAo Shen, Wenchao Yu, Shen, ChengAo +11 · 3 citations
    Engineering · #Advanced Image Fusion Techniques #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Infrared Target Detection Methodologies #Machine Learning (cs.LG) #Remote-Sensing Image Classification