Deep Unsupervised Clustering with Gaussian Mixture Variational Autoencoders N Dilokthanakul, PAM Mediano, M Garnelo, MCH Lee, H Salimbeni, ... arXiv preprint arXiv:1611.02648, 2016 | 273 | 2016 |
Measuring integrated information: comparison of candidate measures in theory and simulation P Mediano, A Seth, A Barrett Entropy 21 (1), 17, 2019 | 48 | 2019 |
Relational Forward Models for Multi-Agent Learning A Tacchetti, HF Song, PAM Mediano, V Zambaldi, NC Rabinowitz, ... arXiv preprint arXiv:1809.11044, 2018 | 32 | 2018 |
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 | 25 | 2018 |
The Partial Information Decomposition of Generative Neural Network Models T Tax, PAM Mediano, M Shanahan Entropy 19 (9), 474, 2017 | 25 | 2017 |
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 | 21 | 2019 |
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 | 20 | 2019 |
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 | 19 | 2019 |
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 | 18 | 2018 |
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 | 16 | 2019 |
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 | 16 | 2018 |
Balanced Information Storage and Transfer in Modular Spiking Neural Networks PAM Mediano, M Shanahan arXiv preprint arXiv:1708.04392, 2017 | 16* | 2017 |
Connectome Harmonic Decomposition of Human Brain Dynamics Reveals a Landscape of Consciousness AI Luppi, J Vohryzek, ML Kringelbach, PAM Mediano, MM Craig, R Adapa, ... bioRxiv, 2020 | 10 | 2020 |
Integrated Information and Metastability in Systems of Coupled Oscillators PAM Mediano, JC Farah, M Shanahan arXiv preprint arXiv:1606.08313, 2016 | 9 | 2016 |
Reconciling emergences: An information-theoretic approach to identify causal emergence in multivariate data FE Rosas, PAM Mediano, HJ Jensen, AK Seth, AB Barrett, ... arXiv preprint arXiv:2004.08220, 2020 | 7 | 2020 |
Spectral Modes of Network Dynamics Reveal Increased Informational Complexity Near Criticality XD Arsiwalla, PAM Mediano, PFMJ Verschure Procedia Computer Science 108, 119-128, 2017 | 4 | 2017 |
Deep active inference agents using Monte-Carlo methods Z Fountas, N Sajid, PAM Mediano, K Friston arXiv preprint arXiv:2006.04176, 2020 | 3 | 2020 |
A mechanistic model of the neural entropy increase elicited by psychedelic drugs R Herzog, PAM Mediano, FE Rosas, R Carhart-Harris, Y Sanz, ... bioRxiv, 2020 | 3 | 2020 |
High-order interdependencies in the aging brain M Gatica, R Cofre, PAM Mediano, FE Rosas, P Orio, I Diez, SP Swinnen, ... bioRxiv, 2020 | 3 | 2020 |
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 | 2 | 2020 |