Tag: Adaptive

Survey / Reading Material

A focused survey of PINN improvements via transfer learning and meta-learning, addressing PINN's notorious convergence difficulty and the need to re-optimize on every PDE parameter change - the engineering reference for productionizing PINNs.

Multibody/Robotics

Introduces a computational framework for mechanical systems combining reservoir encoding and active inference, enabling adaptive learning in changing environments beyond traditional passive design and offline optimization constraints.