Linear Dynamics-embedded Neural Network for Long-Sequence Modeling. - Tongyi Liang; Han-Xiong Li (CoRR, 2024)

Spatiotemporal Observer Design for Predictive Learning of High-Dimensional Data. - Tongyi Liang; Han-Xiong Li (IEEE Trans. Pattern Anal. Mach. Intell., 2025)

Dynamic State Space Models With Temporal Adaptation for Time-Varying Sequence Modeling. - Tongyi Liang; Han-Xiong Li (IEEE Trans. Knowl. Data Eng., 2026)