Zero-Shot Function Encoder-Based Differentiable Predictive Control
Published in arXiv (Cornell University) • Nov 7, 2025
NobleIDNI8P59W88R22S18
Authors:,,
Hassan Iqbal
Xingjian Li
Tyler Ingebrand
Abstract
We introduce a differentiable framework for zero-shot adaptive control over parametric families of nonlinear dynamical systems. Our approach integrates a function encoder-based neural ODE (FE-NODE) for modeling system dynamics with a differentiable predictive control (DPC) for offline self-supervise...
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