Repository logo Institutional repository
  • Communities & Collections
  • Scientific publicationsOpen knowledge
Search repository
High contrast
  1. Home
  2. Browse by Author

Browsing by Author "Catal, Ozan"

Filter results by typing the first few letters
Now showing 1 - 19 of 19
  • Results per page
  • Sort Options
  • Loading...
    Thumbnail Image
    Publication

    A learning gap between neuroscience and reinforcement learning

    Wauthier, Samuel  
    ;
    Mazzaglia, Pietro  
    ;
    Catal, Ozan  
    ;
    De Boom, Cedric  
    ;
    Verbelen, Tim  
    ;
    Dhoedt, Bart  
    Proceedings paper
    2021, BRAIN2AI, How Can Findings About The Brain Improve AI Systems, ICLR 2021 Workshop, Proceedings, 7/05/2021, p.1-9
  • Loading...
    Thumbnail Image
    Publication

    Active Vision for Robot Manipulators Using the Free Energy Principle

    Van de Maele, Toon  
    ;
    Verbelen, Tim  
    ;
    Catal, Ozan  
    ;
    De Boom, Cedric  
    ;
    Dhoedt, Bart  
    Journal article
    2021, FRONTIERS IN NEUROROBOTICS, 15, p.642780
  • Loading...
    Thumbnail Image
    Publication

    Bayesian policy selection using active inference

    Catal, Ozan  
    ;
    Nauta, Johannes  
    ;
    Verbelen, Tim  
    ;
    Simoens, Pieter  
    ;
    Dhoedt, Bart  
    Proceedings paper
    2019, Workshop on "Structure & Priors in Reinforcement Learning" at ICLR 2019, 6/05/2019, p.1-9
  • Loading...
    Thumbnail Image
    Publication

    Bio-inspired monocular drone SLAM

    Catal, Ozan  
    ;
    Verbelen, Tim  
    ;
    Wang, Ni  
    ;
    Hartmann, Matthias  
    ;
    Dhoedt, Bart  
    Proceedings paper
    2022, DroneSE and RAPIDO2022, 21/06/2022
  • Loading...
    Thumbnail Image
    Publication

    Chunking space and time with information geometry

    Verbelen, Tim  
    ;
    de Tinguy, Daria  
    ;
    Mazzaglia, Pietro  
    ;
    Catal, Ozan  
    ;
    Safron, A.
    Proceedings paper
    2022, NeurIPS2022, the 36th Conference on Neural Information Processing Systems, 29/11 - 02/12/2022
  • Loading...
    Thumbnail Image
    Publication

    Deep active inference for autonomous robot navigation

    Catal, Ozan  
    ;
    Wauthier, Samuel  
    ;
    Verbelen, Tim  
    ;
    De Boom, Cedric  
    ;
    Dhoedt, Bart  
    Proceedings paper
    2020, BAICS workshop, the Bridging AI and Cognitive Science workshop, part of ICLR2020, 26/04/2020, p.1-12
  • Loading...
    Thumbnail Image
    Publication

    Deep generative models for navigation using active inference

    Catal, Ozan  
    PHD thesis
    2022
  • Loading...
    Thumbnail Image
    Publication

    Disentangling What and Where for 3D Object-Centric Representations Through Active Inference

    Van de Maele, Toon  
    ;
    Verbelen, Tim  
    ;
    Catal, Ozan  
    ;
    Dhoedt, Bart  
    Proceedings paper
    2021, 21st Joint European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD), SEP 13-17, 2021, p.701-714
  • Loading...
    Thumbnail Image
    Publication

    Embodied Object Representation Learning and Recognition

    Van de Maele, Toon  
    ;
    Verbelen, Tim  
    ;
    Catal, Ozan  
    ;
    Dhoedt, Bart  
    Journal article
    2022, FRONTIERS IN NEUROROBOTICS, 16, p.Art. 840658
  • Loading...
    Thumbnail Image
    Publication

    FMCW Radar Sensing for Indoor Drones Using Variational Auto-Encoders

    Safa, Ali  
    ;
    Verbelen, Tim  
    ;
    Catal, Ozan  
    ;
    Van de Maele, Toon  
    ;
    Hartmann, Matthias  
    ;
    Dhoedt, Bart  
    Proceedings paper
    2023, IEEE Radar Conference (RadarConf), MAY 01-05, 2023
  • Loading...
    Thumbnail Image
    Publication

    LatentSLAM: unsupervised multi-sensor representation learning for localization and mapping

    Catal, Ozan  
    ;
    Jansen, Wouter
    ;
    Verbelen, Tim  
    ;
    Dhoedt, Bart  
    ;
    Steckel, Jan
    Proceedings paper
    2021, IEEE International Conference on Robotics and Automation (ICRA), MAY 30-JUN 05, 2021, p.6739-6745
  • Loading...
    Thumbnail Image
    Publication

    Learning generative state space models for active inference

    Catal, Ozan  
    ;
    Wauthier, Samuel  
    ;
    De Boom, Cedric  
    ;
    Verbelen, Tim  
    ;
    Dhoedt, Bart  
    Journal article
    2020-11, Frontiers in Computational Neuroscience, 14, p.574372
  • Loading...
    Thumbnail Image
    Publication

    LEARNING PERCEPTION AND PLANNING WITH DEEP ACTIVE INFERENCE

    Catal, Ozan  
    ;
    Verbelen, Tim  
    ;
    Nauta, Johannes  
    ;
    De Boom, Cedric  
    ;
    Dhoedt, Bart  
    Proceedings paper
    2020, IEEE International Conference on Acoustics, Speech, and Signal Processing, MAY 04-08, 2020, p.3952-3956
  • Loading...
    Thumbnail Image
    Publication

    Robot navigation as hierarchical active inference

    Catal, Ozan  
    ;
    Verbelen, Tim  
    ;
    Van de Maele, Toon  
    ;
    Dhoedt, Bart  
    ;
    Safron, Adam
    Journal article
    2021, NEURAL NETWORKS, 142, p.192-204
  • Loading...
    Thumbnail Image
    Publication

    Self-supervised exploration via latent Bayesian surprise

    Mazzaglia, Pietro  
    ;
    Catal, Ozan  
    ;
    Verbelen, Tim  
    ;
    Dhoedt, Bart  
    Proceedings paper
    2021, ICLR2021, the 9th International Conference on Learning Representations, 8/05/2021, p.1-14
  • Loading...
    Thumbnail Image
    Publication

    Sleep: Model reduction in deep active inference

    Wauthier, Samuel  
    ;
    Catal, Ozan  
    ;
    De Boom, Cedric  
    ;
    Verbelen, Tim  
    ;
    Dhoedt, Bart  
    Proceedings paper
    2020, IWAI2020, 1st International Workshop on Active Inference, 14/09/2020, p.1-13
  • Loading...
    Thumbnail Image
    Publication

    The Free Energy Principle for Perception and Action: A Deep Learning Perspective

    Mazzaglia, Pietro  
    ;
    Verbelen, Tim  
    ;
    Catal, Ozan  
    ;
    Dhoedt, Bart  
    Journal article
    2022, ENTROPY, (24) 2, p.301
  • Loading...
    Thumbnail Image
    Publication

    Towards bio-inspired unsupervised representation learning for indoor aerial navigation

    Wang, Ni  
    ;
    Catal, Ozan  
    ;
    Verbelen, Tim  
    ;
    Hartmann, Matthias  
    ;
    Dhoedt, Bart  
    Proceedings paper
    2021, ICRA2021, the IEEE International Conference on Robotics and Automation, 30/05/2021, p.1-4
  • Loading...
    Thumbnail Image
    Publication

    You only look as much as you have to: Using the free energy principle for active vision

    Van de Maele, Toon  
    ;
    Verbelen, Tim  
    ;
    Catal, Ozan  
    ;
    De Boom, Cedric  
    ;
    Dhoedt, Bart  
    Proceedings paper
    2020, IWAI2020, 1st International Workshop on Active Inference, 14/09/2020, p.1-10

Follow imec on

VimeoLinkedInFacebook

The repository

  • Contact us
  • Policy
  • About imec
Privacy statement | Cookie settings