Computational Learning and Memory Group Welcome Trust Investigator Award

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Aitchison M, Lengyel M.
With or without you: predictive coding and Bayesian inference in the brain.
Curr Opin Neurobiol, in press.

Echeveste R, Hennequin G, Lengyel M.
Asymptotic scaling properties of the posterior mean and variance in the Gaussian scale mixture model.
arXiV:1706.00925, 2017.
paper

Hennequin G, Lengyel M.
Characterizing variability in nonlinear recurrent neuronal networks.
arXiV:1610.03110, 2016.
paper

Aitchison M, Lengyel M.
The Hamiltonian brain: efficient probabilistic inference with excitatory-inhibitory neural circuit dynamics.
PLoS Comput Biology 12:e1005186, 2016.
paper : supplementary material : code : bibtex

Orban et al, Neuron 2016 -- illustration Orbán G, Berkes P, Fiser J, Lengyel M.
Neural variability and sampling-based probabilistic representations in the visual cortex.
Neuron, 92:530-543, 2016.
paper : supplemental information : code : bibtex : commentary :

McNamee D, Wolpert DM, Lengyel M.
Efficient state-space modularization for planning: theory, behavioral and neural signatures.
Advances in Neural Information Processing Systems 29, 4511-4519, 2016.
paper : supplementary material : bibtex

Yang S-CH, Wolpert DM*, Lengyel M*. (*equal contributions)
Theoretical perspectives on active sensing.
Current Opinion in Behavioral Sciences 11:100-108, 2016.
paper : bibtex

Yang et al, eLife 2016 -- proposed cover image Yang S-CH, Lengyel M*, Wolpert DM*. (*equal contributions)
Active sensing in the categorization of visual patterns.
eLife 5:e12215, 2016.
paper : code : bibtex

Csibra G, Hernik M, Mascaro O, Tatone D, Lengyel M.
Statistical treatment of looking-time data.
Developmental Psychology, 52:521-536, 2016.
paper : code : bibtex

Friedrich J, Lengyel M.
Goal-directed decision making with spiking neurons.
J Neuroscience 36:1529-46, 2016.
paper : supporting information and code : bibtex : commentary :

Ujfalussy et al, eLife 2015 -- proposed cover image Ujfalussy BB, Makara JK, Branco T, Lengyel M.
Dendritic nonlinearities are tuned for efficient spike-based computations in cortical circuits.
eLife, 4:e10056, 2015.
paper : code : bibtex

Lengyel M, Koblinger Á, Popović M, Fiser J.
On the role of time in perceptual decision making.
arXiV:1502.03135, 2015.
paper

Festa D, Hennequin G, Lengyel M.
Analog memories in a balanced rate-based network of E-I neurons.
Advances in Neural Information Processing Systems 27, 2231-2239, 2014.
paper : supplementary material : bibtex

Hennequin G, Aitchison L, Lengyel M.
Fast sampling-based inference in balanced neuronal networks.
Advances in Neural Information Processing Systems 27, 2240-2248, 2014.
paper : supplementary material : bibtex

Tootoonian S, Lengyel M.
A dual algorithm for olfactory computation in the locust brain.
Advances in Neural Information Processing Systems 27, 2276-2284, 2014.
paper : supplementary material : bibtex

Aitchison L, Lengyel M.
The Hamiltonian brain.
arXiV:1407.0973, 2014.
paper : bibtex

Hennequin G, Aitchison L, Lengyel M.
Fast sampling for Bayesian inference in neural circuits.
arXiV:1404.3521, 2014.
paper : bibtex

Savin C, Dayan P, Lengyel M.
Optimal recall from bounded metaplastic synapses: predicting functional adaptations in hippocampal area CA3.
PLoS Comput Biology 10: e1003489, 2014.
paper : supporting information : bibtex

Savin C, Dayan P, Lengyel M.
Correlations strike back (again): the case of associative memory retrieval.
Advances in Neural Information Processing Systems 26, 288-296, 2013.
paper : supplementary material : bibtex : talk video

Houlsby et al, Current Biology 2013 -  - proposed cover image Houlsby NMT#, Huszár F#, Ghassemi MM, Orbán G, Wolpert DM*, Lengyel M*. (#*equal contributions)
Cognitive tomography reveals complex, task-independent mental representations.
Curr Biol 23: 2169-2175, 2013.
paper : supporting information : bibtex

Fiser J, Lengyel M, Savin C, Orbán G, Berkes P.
How (not) to assess the importance of correlations for the matching of spontaneous and evoked activity.
arXiV:1301.6554, 2013.
paper : bibtex

Remme MWH, Lengyel M, Gutkin BS.
A theoretical framework for the dynamics of multiple intrinsic oscillators in single neurons.
In: Phase response curves in neuroscience: theory, experiment, and analysis (eds. Schultheiss NW, Prinz AA, Butera RJ), Springer, pp. 53-72, 2012.
chapter : bibtex

Houlsby N, Huszár F, Ghahramani Z, Lengyel.
Bayesian active learning for classification and preference learning.
arXiV:1112.5745, 2011.
paper : bibtex

Ujfalussy B, Lengyel M.
Active dendrites: adaptation to spike-based communication.
Advances in Neural Information Processing Systems 24, 1188-1196, 2011.
paper : supplementary material : bibtex

Savin C, Dayan P, Lengyel M.
Two is better than one: distinct roles for familiarity and recollection in retrieving palimpsest memories.
Advances in Neural Information Processing Systems 24, 1305-1313, 2011.
paper : supplementary material : bibtex

Berkes et al, Science 2011 - proposed cover image Berkes P, Orbán G, Lengyel M*, Fiser J* (*equal contributions)
Spontaneous cortical activity reveals hallmarks of an optimal internal model of the environment.
Science 331:83-87, 2011.
paper : pdf : bibtex :

Pfister et al, Nat Neurosci 2010 - proposed cover image Pfister J-P, Dayan P, Lengyel M.
Synapses with short-term plasticity are optimal estimators of presynaptic membrane potentials.
Nature Neuroscience 13:1271-1275, 2010.
paper : supplementary material : bibtex : Faculty of 1000

Huszár F, Noppeney U, Lengyel M.
Mind reading by machine learning: A doubly Bayesian method for inferring mental representations.
Proceedings of the 32nd Annual Conference of the Cognitive Science Society, 2810-2815, 2010.
paper : supplementary material : bibtex

Remme et al, Neuron 2010 - cover design Remme MWH, Lengyel M, Gutkin BS.
Democracy-independence trade-off in oscillating dendrites and its implications for grid cells.
Neuron 66:429-437, 2010.
paper : supplementary material : bibtex : commentary : Faculty of 1000

Fiser J, Berkes B, Orbán G, Lengyel M.
Statistically optimal perception and learning: from behavior to neural representations.
Trends in Cognitive Sciences 14:119-130, 2010.
paper : bibtex

Pfister JP, Dayan P, Lengyel M.
Know thy neighbour: a normative theory of synaptic depression.
Advances in Neural Information Processing Systems 22, 1464-1472, 2009.
paper : supplementary material : bibtex

Remme MWH, Lengyel M, Gutkin BS.
The role of ongoing dendritic oscillations in single-neuron dynamics.
PLoS Computational Biology 5:e1000493, 2009
paper : supplementary material : bibtex

Latham PE, Lengyel M.
Phase coding: spikes get a boost from local fields.
Current Biology 18:R349-351, 2008.
(commentary on Montemurro et al. Current Biology 18:375-380, 2008.)
paper : target article : bibtex

Orbán et al, PNAS 2008 - proposed cover image Orbán G, Fiser J, Aslin RN, Lengyel M.
Bayesian learning of visual chunks by human observers.
Proceedings of the National Academy of Sciences USA 105:2745-2750, 2008.
paper : supplementary material : bibtex

Lengyel M, Dayan P.
Hippocampal contributions to control: the third way.
Advances in Neural Information Processing Systems 20, 889-896, 2008.
paper : supplementary material : bibtex

Lengyel M, Dayan P.
Uncertainty, phase, and oscillatory hippocampal recall.
Advances in Neural Information Processing Systems 19, 833-840, 2007.
paper : supplementary material : bibtex

Orbán G, Fiser J, Aslin RN, Lengyel M.
Learning objects by learning models: finding independent causes and preferring simplicity.
Proceedings of the Twenty-Eighth Annual Conference of the Cognitive Science Society, 645-650, 2006.
paper : bibtex

Orbán G, Fiser J, Aslin RN, Lengyel M.
Bayesian model learning in human visual perception.
Advances in Neural Information Processing Systems 18, 1043-1050, 2006.
paper : bibtex

Lengyel et al, Nat Neurosci 2005 - proposed cover image Lengyel M, Kwag J, Paulsen O, Dayan P.
Matching storage and recall: hippocampal spike timing-dependent plasticity and phase response curves.
Nature Neuroscience 8:1677-1683, 2005.
paper : supplementary material : bibtex

Lengyel M, Dayan P.
Rate-and phase-coded autoassociative memory.
Advances in Neural Information Processing Systems 17, 769-776, 2005.
paper : bibtex

Lengyel M, Huhn Zs, Érdi, P.
Computational theories on the function of theta oscillations.
Biological Cybernetics 92:393-408, 2005.
paper : bibtex

Huhn Zs, Orbán G, Érdi P, Lengyel M.
Theta oscillation-coupled dendritic spiking integrates inputs on a long time scale.
Hippocampus 15:950-962, 2005.
paper : bibtex

Huhn Zs, Lengyel M, Orbán G, Érdi P.
Dendritic spiking accounts for rate and phase coding in a biophysical model of a hippocampal place cell.
Neurocomputing 65-66:331-341, 2005.
paper : bibtex

Lengyel M, Érdi P.
Theta modulated feed-forward network generates rate and phase coded firing in the entorhino-hippocampal system.
IEEE Transactions on Neural Networks 15:1092-1099, 2004.
paper : bibtex

Papp G, Huhn Zs, Lengyel M, Érdi P.
Effects of dendritic location and different components of LTP expression on the firing activity of hippocampal CA1 pyramidal cells.
Neurocomputing 58-60:692-697, 2004.
paper : bibtex

Érdi P, Lengyel M.
Matematikai modellek az idegrendszer-kutatásban (Mathematical models in neuroscience, in Hungarian).
In: Kognitív idegtudomány (Cognitive Neuroscience, in Hungarian, eds. Pléh Cs, Kovács Gy, Gulyás B), Osiris: Budapest, pp.126-148, 2003.
bibtex

Lengyel M.
The theta switch: rate and phase coding in the entorhino-hippocampal system
PhD Thesis, 2003.
thesis : bibtex

Zalányi L, Csárdi G, Kiss T, Lengyel M, Warner R, Tobochnik J, Érdi P.
Properties of a random attachment growing network.
Physical Review E 68:066104, 2003.
paper : bibtex

Lengyel et al, Hippocampus 2003 - summary figure Lengyel M, Szatmáry Z, Érdi P.
Dynamically detuned oscillations account for the coupled rate and temporal code of place cell firing.
Hippocampus 13:700-714, 2003.
paper : bibtex

Orbán G, Kiss T, Lengyel M, Érdi P.
Hippocampal rhythm generation: gamma-related theta-frequency resonance in CA3 interneurons.
Biological Cybernetics 84:123-132, 2001.
paper : bibtex

Kiss T, Orbán G, Lengyel M, Érdi P.
Intrahippocampal gamma and theta rhythm generation in a network model of inhibitory interneurons.
Neurocomputing 38-40:713-719, 2001.
paper : bibtex

Misják F, Lengyel M, Érdi P.
Episodic memory and cognitive map in a rate model network of the rat hippocampus.
Lecture Notes in Computer Science 2130:1135-1140, 2001.
manuscript : bibtex

Lengyel M.
Szomatikus és dendritikus gátlás közötti pozíciófüggő különbségek hippokampális piramissejteken (Differences between somatic and dendritic inhibition on hippocampal pyramidal cells, in Hungarian).
MSc Thesis, 2000.
thesis : bibtex

Lengyel M, Kepecs Á, Érdi P.
Location-dependent differences between somatic and dendritic IPSPs.
Neurocomputing 26-27:193-197, 1999.
paper : bibtex

Bazsó F, Kepecs Á, Lengyel M, Payrits Sz, Szalisznyó K, Zalányi L, Érdi P.
Single cell and population activities in cortical-like systems.
Reviews in the Neurosciences 10:201-212, 1999.
manuscript : bibtex
 
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