2026
LILAD: Learning In-context Lyapunov-stable Adaptive Dynamics Models
AAAI 2026technical
System identification in control theory aims to approximate dynamical systems from trajectory data. While neural networks have demonstrated strong predictive accuracy, they often fail to preserve critical physical properties such as stability and typically assume stationary dynamics, limiting their