| 2026 | AAAI | FreDN: Spectral Disentanglement for Time Series Forecasting via Learnable Frequency Decomposition. | Zhongde An, Jinhong You, Jiyanglin Li, Yiming Tang, Wen Li, Heming Du, Shouguo Du |
| 2025 | ECAI | PCFNet: Enhancing Time Series Forecasting Through Preserving Constant Frequency. | Wenjun Yu, Wen Li, Wentao Gao, Wangyu Wu, Shouguo Du, Jiyanglin Li |
| 2025 | IJCNN | DAEM: A Decomposed Attention-Enhanced Mamba Model for Multivariate Time Series Forecasting. | Wen Li, Jiaxin Yuan, Heming Du, Jiyanglin Li, Shouguo Du, Yiming Tang |
| 2025 | SMC | A Multi-Scale Decomposition and Fusion Framework Utilizing Mamba for Enhanced Time Series Forecasting. | Wenjun Yu, Wen Li, Kun Zheng, Yiming Tang, Jiyanglin Li, Heming Du, Shouguo Du, Jinhong You |
| 2024 | ICANN | TF-CL: Time Series Forcasting Based on Time-Frequency Domain Contrastive Learning. | Wen Li, Yun Gu, Shouguo Du |
| 2024 | ICANN | Learning Seasonal-Trend Representations and Conditional Heteroskedasticity for Time Series Analysis. | Wen Li, Wenjun Yu, Heming Du, Shouguo Du, Jinhong You, Yiming Tang |