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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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