Computational Learning and Memory Group Welcome Trust Investigator Award

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Máté Lengyel Máté Lengyel is a reader (equiv. US associate professor) in computational neuroscience at the Department of Engineering, University of Cambridge. Previously, he studied biology for his MSc and neurobiology for his PhD at Eötvös University, Budapest, while working in the computational neuroscience lab of Péter Érdi. He was then a postdoc with Peter Dayan at the Gatsby Computational Neuroscience Unit, UCL, followed by a visiting research fellowship at the Collegium Budapest Institute for Advanced Study. He studies learning and memory from computational, algorithmic/representational and neurobiological viewpoints. He also maintains an active interest in the possible computational functions of neural oscillations, particularly those present in the hippocampus and neocortex.

Alberto Bernacchia joined the group as a senior research associate in 2016 and is co-supervised by Guillaume Hennequin. He is interested in the dynamics of neural circuits during learning, memory storage and retrieval, decision-making and perception.

Daniel McNamee joined the group as a postdoc in 2015 and is co-supervised by Daniel Wolpert. He received a PhD in Computation and Neural Systems from the California Institute of Technology. He studies the neural and computational principles by which people develop internal representations of their environment.

Rodrigo Echeveste joined the group as a postdoc in 2016 and is co-supervised by Guillaume Hennequin. He studied Physics for his BCs and MSc at Balseiro Institute, in Argentina, working for his thesis with Inés Samengo, on categorization in autistic children. He later obtained a PhD in Physics from the Goethe University in Frankfurt, Germany, where he worked in the group of Claudius Gros, developing synaptic plasticity rules. He is interested in dynamics of neural networks, synaptic plasticity, and learning.

Laurence Aitchison did a PhD at the Gatsby Computational Neuroscience unit with Peter Latham, and recently joined the group as a postdoc, co-supervised by Guillaume Hennequin. He has interests in Bayesian models of circuits, synapses, and human behaviour, as well as broader interests in social decision making, sampling-based probabilistic inference, and systems biology.

Dylan Festa Dylan Festa joined the group as a PhD student in 2012 after having obtained a Masters in Physics at the University of Pisa and worked as an Erasmus Scholar in Fred Wolf's Theoretical Neuroscience group at the Max Planck Institute in Göttingen.

Yan Wu Yan Wu joined the group as a PhD student in 2012. He has obtained an MSc at the University of Waterloo (with Chris Eliasmith and Matthijs van der Meer) and BEng in Software Engineering at Wuhan University (with Hengjin Cai). He is interested in learning and memory.

David Zoltowski David Zoltowski joined the group as an MPhil student on a Churchill Scholarship in 2015. He is studying the neural processes involved in sensory perception and is generally interested in the neural computations underlying learning, memory, and decision-making.

Alumni

David Barrett, postdoc (2014-2016)
while in the group, worked on the learning and inference in spiking networks
currently at Google DeepMind

Guillaume Hennequin, postdoc (2012-2015)
while in the group, worked on the dynamics of excitatory-inhibitory neural networks
currently faculty here, at CBL, the Department of Engineering, University of Cambridge

Sina Tootoonian, postdoc (2012-2015)
while in the group, worked on neural network models of insect olfaction
currently postdoc at the Gatsby Computational Neuroscience Unit, UCL with Peter Latham

Johannes Friedrich, postdoc (2013-2015)
while in the group, worked on neural network implementations of model-based reinforcement learning
currently postdoc at Columbia with John Cunningham and Liam Paninski

Balázs Ujfalussy, postdoc (2011-2013)
while in the group, worked on normative models of dendritic processing
currently postdoc at the Institute of Experimental Medicine, Budapest with Judit Makara

Cristina Savin, postdoc (2010-2013)
while in the group, worked on normative models of autoassociative memory
currently independent postdoc as an ISTFELLOW at IST Austria

Jean-Pascal Pfister, postdoc (2008-2010)
while in the group, worked on normative models of short-term synaptic plasticity
currently SNF Professor at the Institute of Neuroinformatics, University of Zurich and ETH Zurich

Gergő Orbán, MSc, PhD (1998-2008), postdoc (Marie Curie Intra-European Fellow) (2010-2012)
while in the group, worked on models of hippocampal theta-gamma oscillations (MSc), visual statistical learning in humans (PhD), and a sampling-based theory of cortical responses (postdoc)
currently group leader at Wigner Institute, Budapest, on a Momentum grant from the Hungarian Academy of Sciences

Neil Houlsby, MEng, PhD (co-supervised with Zoubin Ghahramani) (2009-2014)
while in the group, worked on active learning and behavioural data analysis
currently researcher at Google Zurich

Alexander Greaves Tunnell, MPhil (2014-2015)
while in the group, worked on neural network models of probabilistic inference
currently PhD student at the University of Washington.

Ryutaro Tanno, MPhil (2014-2015)
while in the group, worked on normative models of recognition memory
currently PhD student at UCL

DJ Strouse, MPhil (Churchill Scholar) (2011-2012)
while in the group, worked on statistical descriptive models of dendritic processing
currently PhD student at Princeton

Ferenc Huszár, MSc (2007-2009)
while in the group, worked on active learning and behavioural data analysis
currently senior research scientist at Magic Pony

Collaborators

Richard Aslin, Dept Brain and Cognitive Sciences, Center for Visual Science, U Rochester
human psychophysics

Tiago Branco, MRC Laboratory for Molecular Biology
dendritic processing

Peter Dayan, Gatsby Computational Neuroscience Unit, UCL
computational theory

József Fiser, Dept Cognitive Science, Central European University
human psychophysics, in vivo ferret multiunit electriophysiology

Rik Henson, MRC Cognition and Brain Unit, Cambridge
human recognition memory

Judit Makara, Lab of Neuronal Signaling, Inst Experimental Medicine, Hun Acad Sci
in vitro dendritic processing

Ole Paulsen, Dept Physiology, Development and Neuroscience, U Cambridge
in vitro rat and mouse hippocampal and cortical circuit electrophysiology

Daniel Wolpert, Dept Engineering, U Cambridge
human psychophsyics, motor control
 
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