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Learning Policies for Continuous Control via Transition Models


Sep 16, 2022
Justus Huebotter, Serge Thill, Marcel van Gerven, Pablo Lanillos


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Constrained Parameter Inference as a Principle for Learning


Apr 01, 2022
Nasir Ahmad, Ellen Schrader, Marcel van Gerven


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Neuroscience-inspired perception-action in robotics: applying active inference for state estimation, control and self-perception


May 10, 2021
Pablo Lanillos, Marcel van Gerven

* Accepted at ICLR 2021 Brain2AI workshop 

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Scaling up learning with GAIT-prop


Feb 23, 2021
Sander Dalm, Nasir Ahmad, Luca Ambrogioni, Marcel van Gerven


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Automatic variational inference with cascading flows


Feb 09, 2021
Luca Ambrogioni, Gianluigi Silvestri, Marcel van Gerven


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A deep active inference model of the rubber-hand illusion


Aug 17, 2020
Thomas Rood, Marcel van Gerven, Pablo Lanillos

* 8 pages, 3 figures, Accepted in 1st International Workshop on Active Inference, in Conjunction with European Conference of Machine Learning 2020 

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Explainable Deep Learning: A Field Guide for the Uninitiated


Apr 30, 2020
Ning Xie, Gabrielle Ras, Marcel van Gerven, Derek Doran

* Survey paper on Explainable Deep Learning, 54 pages including references 

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Virtual staining for mitosis detection in Breast Histopathology


Mar 17, 2020
Caner Mercan, Germonda Reijnen-Mooij, David Tellez Martin, Johannes Lotz, Nick Weiss, Marcel van Gerven, Francesco Ciompi

* 5 pages, 4 figures. Accepted for publication at the IEEE International Symposium on Biomedical Imaging (ISBI), 2020 

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Automatic structured variational inference


Feb 03, 2020
Luca Ambrogioni, Max Hinne, Marcel van Gerven


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The Indian Chefs Process


Jan 29, 2020
Patrick Dallaire, Luca Ambrogioni, Ludovic Trottier, Umut Güçlü, Max Hinne, Philippe Giguère, Brahim Chaib-Draa, Marcel van Gerven, Francois Laviolette


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