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#machine learning Open access Mar 2026

Curvature-Aware Expected Free Energy as an Acquisition Function for Bayesian Optimization

This work introduces a curvature-aware update law for Expected Free Energy and demonstrates it on a system identification problem in a Van der Pol oscillator and proves that Expected Free Energy has unbiased convergence guarantees for concave functions.

A. Meera, Wouter M. Kouw · 1 citation

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