Search Results for author: Bart van Erp

Found 3 papers, 2 papers with code

Principled Pruning of Bayesian Neural Networks through Variational Free Energy Minimization

1 code implementation17 Oct 2022 Jim Beckers, Bart van Erp, Ziyue Zhao, Kirill Kondrashov, Bert de Vries

Bayesian model reduction provides an efficient approach for comparing the performance of all nested sub-models of a model, without re-evaluating any of these sub-models.

AIDA: An Active Inference-based Design Agent for Audio Processing Algorithms

1 code implementation26 Dec 2021 Albert Podusenko, Bart van Erp, Magnus Koudahl, Bert de Vries

AIDA interprets searching for the "most interesting alternative" as an issue of optimal (acoustic) context-aware Bayesian trial design.

Active Inference and Epistemic Value in Graphical Models

no code implementations1 Sep 2021 Thijs van de Laar, Magnus Koudahl, Bart van Erp, Bert de Vries

The AIF literature describes multiple VFE objectives for policy planning that lead to epistemic (information-seeking) behavior.

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