💻 Selected Research Papers
My full paper list is shown at my personal homepage.
⏰ Time Series Forecasting
- Sijie Xiong, Cheng Tang, Atsushi Shimada, “KUMA: A Novel Framework with Koopman Separation and Efficient Multilevel Extraction in Time Series Forecasting”
- Sijie Xiong, Cheng Tang, Fumiya Okubo, Tsubasa Minematsu, Yinlong Hu, Atsushi Shimada, “KPMG: A Graphical Koopman-Mamba Approach for Financial Markets”, in 2026 IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP). May, 2026.
- Sijie Xiong, Jianing Wang, Tao Sun, Cheng Tang, Fumiya Okubo, Atsushi Shimada, “GlucoMixer: An Efficient Glucose Monitoring Model with Mixers”, in 2026 IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP). May, 2026.
- Sijie Xiong, Haiqiao Liu, Yinlong Hu, Atsushi Shimada, “GluConv: Toward Trustworthy Convolutional Modeling for Sequential Signal Forecasting”, in 2026 International Conference on PRMVAI (IEEE PRMVAI). May, 2026.
- Youhao Xu+, Sijie Xiong+, Tao Sun, Jianing Wang, Cheng Tang, Atsushi Shimada, “GluPIDHW: A PID-Holt-Winters Model for Personalized Glucose Monitoring”, in 2026 International Conference on Cybernetics (IEEE CYBCONF). Apr. 2026.
- Sijie Xiong, Youhao Xu, Cheng Tang, Jianing Wang, Shuqing Liu, Atsushi Shimada, “GluTANN: Transformer-Based Continuous Glucose Monitoring Model with ANN Attention”, in 2025 International Conference on Artificial Intelligence (CAI). May 2025.
- Sijie Xiong, Cheng Tang, Yuanyuan Zhang, Haoling Xiong, Youhao Xu, Atsushi Shimada, “Enhancing nonlinear dependencies of Mamba via negative feedback for time series forecasting”, Applied Soft Computing (ASOC). p.113758, Aug. 2025.
- Sijie Xiong, Shuqing Liu, Cheng Tang, Fumiya Okubo, Haoling Xiong, Atsushi Shimada, “Attention Mamba: Time Series Modeling with Adaptive Pooling Acceleration and Receptive Filed Enhancements”, in 2025 International Conference on Systems, Man, and Cybernetics Society (SMC), IEEE. Oct. 2025.