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Pedro A.M. Mediano
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Deep Unsupervised Clustering with Gaussian Mixture Variational Autoencoders
N Dilokthanakul, PAM Mediano, M Garnelo, MCH Lee, H Salimbeni, ...
arXiv preprint arXiv:1611.02648, 2016
5922016
Measuring integrated information: Comparison of candidate measures in theory and simulation
PAM Mediano, AK Seth, AB Barrett
Entropy 21 (1), 17, 2018
1272018
Quantifying high-order interdependencies via multivariate extensions of the mutual information
FE Rosas, PAM Mediano, M Gastpar, HJ Jensen
Physical Review E 100 (3), 032305, 2019
1072019
A synergistic core for human brain evolution and cognition
AI Luppi, PAM Mediano, FE Rosas, N Holland, TD Fryer, JT O’Brien, ...
Nature Neuroscience 25 (6), 771-782, 2022
1012022
IDTxl: The Information Dynamics Toolkit xl: a Python package for the efficient analysis of multivariate information dynamics in networks
P Wollstadt, JT Lizier, R Vicente, C Finn, M Martínez-Zarzuela, P Mediano, ...
arXiv preprint arXiv:1807.10459, 2018
972018
Large-scale directed network inference with multivariate transfer entropy and hierarchical statistical testing
L Novelli, P Wollstadt, P Mediano, M Wibral, JT Lizier
Network Neuroscience 3 (3), 827-847, 2019
832019
Reconciling emergences: An information-theoretic approach to identify causal emergence in multivariate data
FE Rosas, PAM Mediano, HJ Jensen, AK Seth, AB Barrett, ...
PLOS Computational Biology 16 (12), e1008289, 2020
822020
Relational Forward Models for Multi-Agent Learning
A Tacchetti, HF Song, PAM Mediano, V Zambaldi, NC Rabinowitz, ...
arXiv preprint arXiv:1809.11044, 2018
792018
Deep active inference agents using Monte-Carlo methods
Z Fountas, N Sajid, P Mediano, K Friston
Advances in neural information processing systems 33, 11662-11675, 2020
772020
A mechanistic model of the neural entropy increase elicited by psychedelic drugs
R Herzog, PAM Mediano, FE Rosas, R Carhart-Harris, YS Perl, ...
Scientific reports 10 (1), 1-12, 2020
642020
The Partial Information Decomposition of Generative Neural Network Models
T Tax, PAM Mediano, M Shanahan
Entropy 19 (9), 474, 2017
592017
The Phi Measure of Integrated Information is not Well-Defined for General Physical Systems
AB Barrett, PAM Mediano
Journal of Consciousness Studies 26 (1-2), 11-20, 2019
582019
The improvisational state of mind: a multidisciplinary study of an improvisatory approach to classical music repertoire performance
D Dolan, HJ Jensen, PAM Mediano, M Molina-Solana, H Rajpal, F Rosas, ...
Frontiers in Psychology 9, 2018
522018
Whole-brain models to explore altered states of consciousness from the bottom up
R Cofré, R Herzog, PAM Mediano, J Piccinini, FE Rosas, Y Sanz Perl, ...
Brain Sciences 10 (9), 626, 2020
502020
An information-theoretic approach to self-organisation: Emergence of complex interdependencies in coupled dynamical systems
F Rosas, P Mediano, M Ugarte, H Jensen
Entropy 20 (10), 793, 2018
462018
High-order interdependencies in the aging brain
M Gatica, R Cofré, PAM Mediano, FE Rosas, P Orio, I Diez, SP Swinnen, ...
Brain connectivity 11 (9), 734-744, 2021
432021
Causal blankets: Theory and algorithmic framework
FE Rosas, PAM Mediano, M Biehl, S Chandaria, D Polani
International workshop on active inference, 187-198, 2020
432020
A synergistic workspace for human consciousness revealed by integrated information decomposition
AI Luppi, PAM Mediano, FE Rosas, J Allanson, JD Pickard, ...
BioRxiv, 2020.11. 25.398081, 2020
422020
Beyond integrated information: A taxonomy of information dynamics phenomena
PAM Mediano, F Rosas, RL Carhart-Harris, AK Seth, AB Barrett
arXiv preprint arXiv:1909.02297, 2019
402019
An operational information decomposition via synergistic disclosure
FE Rosas, PAM Mediano, B Rassouli, AB Barrett
Journal of Physics A: Mathematical and Theoretical 53 (48), 485001, 2020
382020
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