Book
Open access
Aug 2026
Beyond Linear Dynamics: Neural Bilinear Dynamical Models for Time Series Forecasting
The Neural Bilinear Dynamical Model (NBDM), which models nonlinear system dynamics through a bilinear latent dynamical formulation, and consistently outperforms competitive baselines in both given-control and missing-control settings, particularly for multi-step and long-horizon forecasting.
Mengzhou Gao, Huangqian Yu, Pengfei Jiao
· Proceedings of the 32nd ACM... · 0 citations