ls publications/ --sort=year --reverse

38 peer-reviewed and preprint publications · h-index 17 · 1,200+ citations. Indexed on Google Scholar and ORCID.

• 2026 Reframing the expected free energy: Four formulations and a unification

  Champion T, Bowman H, Marković D, Grześ M · Neural Computation

• 2025 The CRISTAL Method: Fast, reliable analytical problem-solving with pre-synthesized grounded world models

  Kaufmann R, Neubürger F, Walters M, Kopinski T, Marković D · Proceedings of Machine Learning Research

• 2025 AXIOM: Learning to Play Games in Minutes with Expanding Object-Centric Models

  Heins C, Van de Maele T, Tschantz A, Linander H, Marković D, Salvatori T, et al. · arXiv:2505.24784

  arxiv

• 2025 From pixels to planning: Scale-free active inference

  Friston K, Heins C, Verbelen T, Da Costa L, Salvatori T, Marković D, et al. · Frontiers in Network Physiology 5

• 2024 Bayesian sparsification for deep neural networks with Bayesian model reduction

  Marković D, Friston KJ, Kiebel SJ · IEEE Access 12

• 2024 Joint modeling of choices and reaction times based on Bayesian contextual behavioral control

  Schwöbel S, Marković D, Smolka MN, Kiebel SJ · PLOS Computational Biology 20(7)

• 2024 Gradient-free variational learning with conditional mixture networks

  Heins C, Wu H, Marković D, Tschantz A, Beck J, Buckley CL · arXiv:2408.16429

  arxiv

• 2024 Modelling agency perception in a multi-agent context in depression using active inference

  Pitliya RJ, Marković D, Folesani F, Murri MB, de Obeso SC, Murphy RA · International Workshop on Active Inference (Springer)

• 2024 Supervised structure learning

  Friston KJ, Da Costa L, Tschantz A, Kiefer A, Salvatori T, Neacsu V, et al. · Biological Psychology 193

• 2023 Shorter planning depth and higher response noise during sequential decision-making in old age

  Steffen J, Marković D, Glöckner F, Neukam PT, Kiebel SJ, Li SC, et al. · Scientific Reports 13(1)

• 2022 Revealing human sensitivity to a latent temporal structure of changes

  Marković D, Reiter AMF, Kiebel SJ · Frontiers in Behavioral Neuroscience 16

• 2021 Balancing control: a Bayesian interpretation of habitual and goal-directed behavior

  Schwöbel S, Marković D, Smolka MN, Kiebel SJ · Journal of Mathematical Psychology 100

• 2021 Predicting the cumulative medical load of COVID-19 outbreaks after the peak in daily fatalities

  Gros C, Valenti R, Schneider L, Gutsche B, Marković D · PLOS ONE 16(4)

• 2021 Neuronal sequence models for Bayesian online inference

  Frölich S, Marković D, Kiebel SJ · Frontiers in Artificial Intelligence 4

• 2021 Meta-control of the exploration–exploitation dilemma emerges from probabilistic inference over a hierarchy of time scales

  Marković D, Goschke T, Kiebel SJ · Cognitive, Affective, & Behavioral Neuroscience 21(3)

• 2021 Probabilistic perspectives on brain (dys)function

  Parr T, Marković D, Ramstead MJD, Smith R, Hesp C, Friston K · Frontiers in Artificial Intelligence 4

• 2021 An empirical evaluation of active inference in multi-armed bandits

  Marković D, Stojić H, Schwöbel S, Kiebel SJ · Neural Networks 144

• 2020 Dynamic integration of forward planning and heuristic preferences during multiple goal pursuit

  Ott F, Marković D, Strobel A, Kiebel SJ · PLoS Computational Biology 16(2)

• 2019 An active inference perspective on habit learning

  Marković D, Kiebel SJ · Conference on Cognitive Computational Neuroscience

• 2019 Predicting change: approximate inference under explicit representation of temporal structure in changing environments

  Marković D, Reiter AMF, Kiebel SJ · PLoS Computational Biology 15(1)

• 2019 Neuronal message passing using mean-field, Bethe, and marginal approximations

  Parr T, Marković D, Kiebel SJ, Friston KJ · Scientific Reports 9(1)

• 2018 Vector autoregressive hierarchical hidden Markov models for extracting finger movements using multichannel surface EMG signals

  Malešević N, Marković D, Kanitz G, Controzzi M, Cipriani C, Antfolk C · Complexity 2018(1)

• 2018 Adaptive interface for mapping body movements to sounds

  Marković D, Malešević N · International Conference on Computational Intelligence in Music, Sound, Art and Design

• 2018 Active inference, belief propagation, and the Bethe approximation

  Schwöbel S, Kiebel SJ, Marković D · Neural Computation 30(9)

• 2018 Context-dependent risk aversion: a model-based approach

  Cuevas Rivera D, Ott F, Marković D, Strobel A, Kiebel SJ · Frontiers in Psychology 9

• 2018 Deterministic response strategies in a trial-and-error learning task

  Mohr H, Zwosta K, Marković D, Bitzer S, Wolfensteller U, Ruge H · PLoS Computational Biology 14(11)

• 2017 Decoding of individual finger movements from surface EMG signals using vector autoregressive hierarchical hidden Markov models

  Malešević N, Marković D, Kanitz G, Controzzi M, Cipriani C, Antfolk C · International Conference on Rehabilitation Robotics (ICORR)

• 2016 Inferring neuronal dynamics from calcium imaging data using biophysical models and Bayesian inference

  Rahmati V, Kirmse K, Marković D, Holthoff K, Kiebel SJ · PLoS Computational Biology 12(2)

• 2016 Comparative analysis of behavioral models for adaptive learning in changing environments

  Marković D, Kiebel SJ · Frontiers in Computational Neuroscience 10

• 2016 Body movement to sound interface with vector autoregressive hierarchical hidden Markov models

  Marković D, Valčić B, Malešević N · arXiv:1610.08450

  arxiv

• 2015 Modeling the evolution of beliefs using an attentional focus mechanism

  Marković D, Gläscher J, Bossaerts P, O'Doherty J, Kiebel SJ · PLoS Computational Biology 11(10)

• 2014 Power laws and self-organized criticality in theory and nature

  Marković D, Gros C · Physics Reports 536(2)

• 2013 Observing scale-invariance in non-critical dynamical systems

  Gros C, Marković D · AIP Conference Proceedings 1510(1)

• 2013 Criticality in conserved dynamical systems: Experimental observation vs. exact properties

  Marković D, Gros C, Schuelein A · Chaos 23(1)

• 2012 Neuropsychological constraints to human data production on a global scale

  Gros C, Kaczor G, Marković D · European Physical Journal B 85

• 2012 Intrinsic adaptation in autonomous recurrent neural networks

  Marković D, Gros C · Neural Computation 24(2)

• 2010 Self-organized chaos through polyhomeostatic optimization

  Marković D, Gros C · Physical Review Letters 105(6)

• 2009 Vertex routing models

  Marković D, Gros C · New Journal of Physics 11(7)

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