Qiu, Xiangfei

1. TFB: Towards Comprehensive and Fair Benchmarking of Time Series Forecasting Methods
   2024/03/29 by Xiangfei Qiu, Jilin Hu, Qiu, Xiangfei +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, Wu, Xingjian, Xiangfei Qiu +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, Li, Zhe, Xiangfei Qiu +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, Qiu, Xiangfei, Hanyin Cheng +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. 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
7. 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)
8. 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)
9. 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)
10. EasyTime: Time Series Forecasting Made Easy
    2024/12/23 by Xiangfei Qiu, Qiu, Xiangfei, Xiuwen Li +24 · 9 citations
    Computer Science · Business, Management and Accounting · #Time Series Analysis and Forecasting #Big Data and Business Intelligence
11. 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)