Máté Lengyel

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Jozsef FiserCentral European UniversityVerified email at ceu.edu
Gergo OrbanHead, Computational Systems Neuroscience Lab, HUN-REN Wigner Research Centre, Budapest, HungaryVerified email at wigner.hu
Pietro BerkesVerified email at brandeis.edu
Daniel WolpertProfessor of Neuroscience, Columbia UniversityVerified email at columbia.edu
Peter ErdiKalamazoo CollegeVerified email at kzoo.edu
Guillaume HennequinProfessor of Computational Neuroscience, University of Cambridge, UKVerified email at cam.ac.uk
Ferenc HuszárUniversity of CambridgeVerified email at cam.ac.uk
Laurence AitchisonUniversity of BristolVerified email at bristol.ac.uk
Richard AslinYale UniversityVerified email at yale.edu
Neil HoulsbyGoogleVerified email at google.com
Zoubin GhahramaniProfessor, University of Cambridge, and Distinguished Researcher, GoogleVerified email at eng.cam.ac.uk
Balazs B UjfalussyMTA Institute of Experimental MedicineVerified email at koki.mta.hu
Boris GutkinEcole Normale SuperieureVerified email at ens.fr
Cristina SavinNYUVerified email at nyu.edu
Jean-Pascal PfisterProfessor of Theoretical Neuroscience, Department of Physiology, University of BernVerified email at unibe.ch
Scott Cheng-Hsin YangRedpollVerified email at redpoll.ai
Tiago BrancoUCL Sainsbury Wellcome CentreVerified email at ucl.ac.uk
Jeehyun KwagSeoul National UniversityVerified email at snu.ac.kr
Michiel Remme

Máté Lengyel

Professor of Computational Neuroscience, University of Cambridge; Senior Research Fellow, CEU

Verified email at eng.cam.ac.uk - Homepage

computational neuroscience learning memory computational cognitive science


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Bayesian active learning for classification and preference learning N Houlsby, F Huszár, Z Ghahramani, M Lengyel arXiv preprint arXiv:1112.5745, 2011	954	2011
Spontaneous cortical activity reveals hallmarks of an optimal internal model of the environment P Berkes, G Orbán, M Lengyel, J Fiser Science 331 (6013), 83-87, 2011	881	2011
Statistically optimal perception and learning: from behavior to neural representations J Fiser, P Berkes, G Orbán, M Lengyel Trends in cognitive sciences 14 (3), 119-130, 2010	879	2010
Bayesian learning of visual chunks by human observers G Orbán, J Fiser, RN Aslin, M Lengyel Proceedings of the National Academy of Sciences 105 (7), 2745-2750, 2008	351	2008
With or without you: predictive coding and Bayesian inference in the brain L Aitchison, M Lengyel Current opinion in neurobiology 46, 219-227, 2017	337	2017
Hippocampal contributions to control: the third way M Lengyel, P Dayan Advances in neural information processing systems 20, 2007	326	2007
Neural variability and sampling-based probabilistic representations in the visual cortex G Orbán, P Berkes, J Fiser, M Lengyel Neuron 92 (2), 530-543, 2016	318	2016
Statistical treatment of looking-time data. G Csibra, M Hernik, O Mascaro, D Tatone, M Lengyel Developmental psychology 52 (4), 521, 2016	213	2016
Dynamically detuned oscillations account for the coupled rate and temporal code of place cell firing M Lengyel, Z Szatmáry, P Érdi Hippocampus 13 (6), 700-714, 2003	195	2003
Matching storage and recall: hippocampal spike timing–dependent plasticity and phase response curves M Lengyel, J Kwag, O Paulsen, P Dayan Nature neuroscience 8 (12), 1677-1683, 2005	176	2005
The dynamical regime of sensory cortex: stable dynamics around a single stimulus-tuned attractor account for patterns of noise variability G Hennequin, Y Ahmadian, DB Rubin, M Lengyel, KD Miller Neuron 98 (4), 846-860. e5, 2018	167	2018
Contextual inference underlies the learning of sensorimotor repertoires JB Heald, M Lengyel, DM Wolpert Nature 600 (7889), 489-493, 2021	160	2021
Cortical-like dynamics in recurrent circuits optimized for sampling-based probabilistic inference R Echeveste, L Aitchison, G Hennequin, M Lengyel Nature Neuroscience 23, 1138–1149, 2020	138	2020
Theoretical perspectives on active sensing SCH Yang, DM Wolpert, M Lengyel Current opinion in behavioral sciences 11, 100-108, 2016	134	2016
Active sensing in the categorization of visual patterns SCH Yang, M Lengyel, DM Wolpert Elife 5, e12215, 2016	124	2016
Planning in the brain MG Mattar, M Lengyel Neuron 110 (6), 914-934, 2022	111	2022
Global and multiplexed dendritic computations under in vivo-like conditions BB Ujfalussy, JK Makara, M Lengyel, T Branco Neuron 100 (3), 579-592. e5, 2018	101	2018
Synapses with short-term plasticity are optimal estimators of presynaptic membrane potentials JP Pfister, P Dayan, M Lengyel Nature neuroscience 13 (10), 1271-1275, 2010	94	2010
The Hamiltonian brain: Efficient probabilistic inference with excitatory-inhibitory neural circuit dynamics L Aitchison, M Lengyel PLoS computational biology 12 (12), e1005186, 2016	90	2016
Fast sampling-based inference in balanced neuronal networks G Hennequin, L Aitchison, M Lengyel Advances in neural information processing systems 27, 2014	77	2014

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