DM
Dimitrije Markovic
cs.LGq-bio.NCBayesian inferencecond-mat.dis-nncs.AIModels, Statisticalneurosciencenlin.AOstat.MLactive inference
On Valency
published · living versionsW_xf6hgn3y·v1 · currentpublished
Preprints & journals
44 papers in the corpus · 2009–2026The CRISTAL Method: Neurosymbolic analysis from AI-synthesized world models2606.29799v1 · Rafael Kaufmann, Felix Neuburger, Michael Walters et al.2026 · 0 citationsarXiv
From pixels to planning: scale-free active inference.40607319 · Friston, Karl, Heins, Conor, Verbelen, Tim et al.2025 · 16 citationsFrontiers in network physiology. 2025;5:1521963
AXIOM: Learning to Play Games in Minutes with Expanding Object-Centric Models2505.24784v1 · Conor Heins, Toon Van de Maele, Alexander Tschantz et al.2025 · 0 citationsarXiv
Gradient-free variational learning with conditional mixture networks2408.16429v2 · Conor Heins, Hao Wu, Dimitrije Markovic et al.2024 · 0 citationsarXiv
Supervised structure learning.39433209 · Friston, Karl J, Da Costa, Lancelot, Tschantz, Alexander et al.2024 · 19 citationsBiological psychology. 2024;193:108891
From pixels to planning: scale-free active inference2407.20292v1 · Karl Friston, Conor Heins, Tim Verbelen et al.2024 · 16 citationsarXiv
Joint modeling of choices and reaction times based on Bayesian contextual behavioral control.38968304 · Schwöbel, Sarah, Marković, Dimitrije, Smolka, Michael N et al.2024 · 6 citationsPLoS computational biology. 2024;20(7):e1012228
Bayesian sparsification for deep neural networks with Bayesian model reduction2309.12095v2 · Dimitrije Markovi'c, Karl J. Friston, Stefan J. Kiebel2023 · 5 citationsarXiv
Supervised structure learning2311.10300v1 · Karl J. Friston, Lancelot Da Costa, Alexander Tschantz et al.2023 · 2 citationsarXiv
Joint modeling of choices and reaction times based on Bayesian contextual behavioral control10.1101/2021.10.29.466505v3 · Schwöbel, S., Markovic, D., Smolka, M. N. et al.2021 · 6 citationsbioRxiv
Neuronal Sequence Models for Bayesian Online Inference.34095815 · Frölich, Sascha, Marković, Dimitrije, Kiebel, Stefan J2023 · 6 citationsFrontiers in artificial intelligence. 2021;4:530937
Shorter planning depth and higher response noise during sequential decision-making in old age.37169942 · Steffen, Johannes, Marković, Dimitrije, Glöckner, Franka et al.2023 · 6 citationsScientific reports. 2023;13(1):7692
Revealing human sensitivity to a latent temporal structure of changes.36325156 · Marković, Dimitrije, Reiter, Andrea M F, Kiebel, Stefan J2022 · 2 citationsFrontiers in behavioral neuroscience. 2022;16:962494
Revealing human sensitivity to a latent temporal structure of changes10.1101/2022.06.05.494870v1 · Markovic, D., Reiter, A. M. F., Kiebel, S. J.2022 · 2 citationsbioRxiv
Meta-control of the exploration-exploitation dilemma emerges from probabilistic inference over a hierarchy of time scales.33372237 · Marković, Dimitrije, Goschke, Thomas, Kiebel, Stefan J2021 · 25 citationsCognitive, affective & behavioral neuroscience. 2021;21(3):509-533
An empirical evaluation of active inference in multi-armed bandits2101.08699v4 · Dimitrije Markovic, Hrvoje Stojic, Sarah Schwoebel et al.2021 · 47 citationsarXiv
Predicting the cumulative medical load of COVID-19 outbreaks after the peak in daily fatalities.33793551 · Gros, Claudius, Valenti, Roser, Schneider, Lukas et al.2021 · 6 citationsPloS one. 2021;16(4):e0247272
Context-Dependent Risk Aversion: A Model-Based Approach.30416474 · Cuevas Rivera, Darío, Ott, Florian, Markovic, Dimitrije et al.2020 · 8 citationsFrontiers in psychology. 2018;9:2053
Balancing control: a Bayesian interpretation of habitual and goal-directed behavior10.1101/836106v2 · Schwöbel, S., Markovic, D., Smolka, M. N. et al.2019 · 35 citationsbioRxiv
Predicting the cumulative medical load of COVID-19 outbreaks after the peak in daily fatalities10.1101/2020.09.03.20183384v1 · Gros, C., Valenti, R., Schneider, L. et al.2020 · 6 citationsmedRxiv
Dynamic integration of forward planning and heuristic preferences during multiple goal pursuit.32069290 · Ott, Florian, Marković, Dimitrije, Strobel, Alexander et al.2020 · 9 citationsPLoS computational biology. 2020;16(2):e1007685
Neuronal Sequence Models for Bayesian Online Inference2004.00930v1 · Sascha Frolich, Dimitrije Markovi'c, Stefan J. Kiebel2020 · 6 citationsarXiv
Neuronal message passing using Mean-field, Bethe, and Marginal approximations.30760782 · Parr, Thomas, Markovic, Dimitrije, Kiebel, Stefan J et al.2020 · 144 citationsScientific reports. 2019;9(1):1889
Meta-control of the exploration-exploitation dilemma emerges from probabilistic inference over a hierarchy of time scales10.1101/847566v1 · Markovic, D., Goschke, T., Kiebel, S. J.2019 · 25 citationsbioRxiv
Dynamic integration of forward planning and heuristic preferences during multiple goal pursuit10.1101/838425v1 · Ott, F., Markovic, D., Strobel, A. et al.2019 · 9 citationsbioRxiv
Predicting change: Approximate inference under explicit representation of temporal structure in changing environments.30703108 · Marković, Dimitrije, Reiter, Andrea M F, Kiebel, Stefan J2019 · 17 citationsPLoS computational biology. 2019;15(1):e1006707
Deterministic response strategies in a trial-and-error learning task.30496285 · Mohr, Holger, Zwosta, Katharina, Markovic, Dimitrije et al.2019 · 27 citationsPLoS computational biology. 2018;14(11):e1006621
Active Inference, Belief Propagation, and the Bethe Approximation.29949461 · Schwöbel, Sarah, Kiebel, Stefan, Marković, Dimitrije2019 · 40 citationsNeural computation. 2018;30(9):2530-2567
Decoding of individual finger movements from surface EMG signals using vector autoregressive hierarchical hidden Markov models (VARHHMM).28814035 · Malesevic, Nebojsa, Markovic, Dimitrije, Kanitz, Gunter et al.2018 · 24 citationsIEEE ... International Conference on Rehabilitation Robotics : [proceedings]. 2017;2017:1518-1523
Deterministic response strategies in trial-and-error learning10.1101/258459v1 · Mohr, H., Zwosta, K., Markovic, D. et al.2018 · 0 citationsbioRxiv
Body movement to sound interface with vector autoregressive hierarchical hidden Markov models1610.08450v1 · Dimitrije Markovi'c, Borjana Valci'c, Nebojsa Malesevi'c2016 · 0 citationsarXiv
Inferring Neuronal Dynamics from Calcium Imaging Data Using Biophysical Models and Bayesian Inference.26894748 · Rahmati, Vahid, Kirmse, Knut, Marković, Dimitrije et al.2016 · 61 citationsPLoS computational biology. 2016;12(2):e1004736
Comparative Analysis of Behavioral Models for Adaptive Learning in Changing Environments.27148030 · Marković, Dimitrije, Kiebel, Stefan J2016 · 15 citationsFrontiers in computational neuroscience. 2016;10:33
Modeling the Evolution of Beliefs Using an Attentional Focus Mechanism.26495984 · Marković, Dimitrije, Gläscher, Jan, Bossaerts, Peter et al.2016 · 18 citationsPLoS computational biology. 2015;11(10):e1004558
Observing scale-invariance in non-critical dynamical systems1210.3474v1 · Claudius Gros, Dimitrije Markovic2012 · 2 citationsarXiv
Vertex routing models0906.4905v1 · Dimitrije Markovic, Claudius Gros2009 · 7 citationsarXiv
Power laws and Self-Organized Criticality in Theory and Nature1310.5527v3 · Dimitrije Markovic, Claudius Gros2013 · 270 citationsPhysics Reports 536, 41-74 (2014)
Criticality in conserved dynamical systems: experimental observation vs. exact properties.23556943 · Marković, Dimitrije, Gros, Claudius, Schuelein, André2013 · 8 citationsChaos (Woodbury, N.Y.). 2013;23(1):013106
Self-organized chaos through polyhomeostatic optimization1001.0663v2 · Dimitrije Markovic, Claudius Gros2010 · 30 citationsPhys. Rev. Lett. 105, 068702 (2010)on Valency
Criticality in conserved dynamical systems: Experimental observation vs. exact properties1107.0587v2 · Dimitrije Markovic, Andre Schuelein, Claudius Gros2011 · 8 citationsChaos 23, 013106 (2013)
Intrinsic adaptation in autonomous recurrent neural networks1110.3161v1 · Dimitrije Markovic, Claudius Gros2011 · 30 citationsNeural Computation February 2012, Vol. 24, No. 2: 523-540
Self-organized chaos through polyhomeostatic optimization.20868020 · Markovic, D, Gros, Claudius2011 · 30 citationsPhysical review letters. 2010;105(6):068702
Career total: 55 works. 44 are in this corpus.Showing the 42 most recent.
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