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Wouter Nuijten

PhD candidate, TU Eindhoven

Personal website

Interests

  • Machine Learning
  • Nested Active Inference
  • Bayesian Inference

Education

  • MSc in Computer Science, 2022

    Eindhoven University of Technology

Biography

Wouter Nuijten is a PhD candidate in the SPS group at Eindhoven University of Technology’s Electrical Engineering department. His research focuses on the study of nested Active Inference and the emergence of intelligence within complex hierarchical systems. The goal of this research is to design intelligent agents that minimize variational free energy in a control setting.

Publications

GraphPPL.jl: A Probabilistic Programming Language for Graphical Models

Wouter Nuijten, Dmitry V. Bagaev, Bert de Vries
MDPI Entropy
October, 2024
Details PDF MDPI

Riemannian Black Box Variational Inference

Mykola Lukashchuk, Wouter Nuijten, Dmitry V. Bagaev, Ismail Senoz, Bert de Vries
NeurIPS 2024 BDU
October, 2024
Details PDF Code OpenReview

Online Structure Learning with Dirichlet Processes through Message Passing

Bart van Erp, Wouter Nuijten, Bert de Vries
IWAI 2024
September, 2024
Details PDF Code

Reactive Environments for Active Inference Agents with RxEnvironments.jl

Wouter Nuijten, Bert de Vries
IWAI 2024
September, 2024
Details PDF Code IWAI

Automating Model Comparison in Factor Graphs

Bart van Erp, Wouter Nuijten, Thijs van de Laar, Bert de Vries
Entropy
July, 2023
Details PDF Code Entropy arXiv

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