Pengfei Jiao

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.