Rui Ponte Costa

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Per Jesper SjöströmProfessor of Neuroscience, McGill UniversityVerified email at mcgill.ca
Antonio DouradoProfessor of Informatics Engeneering, University of CoimbraVerified email at dei.uc.pt
Yoshua BengioProfessor of computer science, University of Montreal, Mila, IVADO, CIFARVerified email at umontreal.ca
Arne BlackmanPfizerVerified email at pfizer.com
João SacramentoGoogleVerified email at joaosacramento.com
Milton L. MonteroPostdoctoral Researcher. REAL Lab, IT University of CopenhagenVerified email at itu.dk
Prof. Claudia ClopathBioengineering, Imperial College LondonVerified email at imperial.ac.uk
Blake RichardsMila + McGill UniversityVerified email at mila.quebec
Bruno DireitoCentre for Informatics and Systems of the University of CoimbraVerified email at uc.pt
Joseph PembertonPhD student, University of BirstolVerified email at bristol.ac.uk
Walter SennUniversität BernVerified email at unibe.ch
Mark van RossumUniversity of NottinghamVerified email at nottingham.ac.uk
Björn SchelterUniversity of AberdeenVerified email at abdn.ac.uk
Ellen BovenErasmus MCVerified email at bristol.ac.uk
Casimir LudwigSchool of Psychological Science, University of BristolVerified email at bristol.ac.uk
Gaurav MalhotraAssistant Professor, SUNY AlbanyVerified email at albany.edu
Jeffrey BowersPsychology bristolVerified email at Bristol.ac.uk
Tim P. VogelsInstitute of Science and Technology, AustriaVerified email at ist.ac.at
C.A. TeixeiraAssociate Professor with Habilitation-DEI-CISUC-University of CoimbraVerified email at dei.uc.pt
Mario ValderramaProfesor Asociado, Departamento de Ingeniería Biomédica, Universidad de Los AndesVerified email at uniandes.edu.co

Rui Ponte Costa

Group Leader, University of Oxford

Verified email at dpag.ox.ac.uk - Homepage

Computational Neuroscience (Machine) Learning Neural Circuits Systems Neuroscience NeuroAI


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A deep learning framework for neuroscience BA Richards, TP Lillicrap, P Beaudoin, Y Bengio, R Bogacz, ... Nature Neuroscience 22 (11), 1761-1770, 2019	1134	2019
Dendritic cortical microcircuits approximate the backpropagation algorithm J Sacramento, RP Costa, Y Bengio, W Senn Advances in Neural Information Processing Systems, 2018	386	2018
Target-specific expression of presynaptic NMDA receptors in neocortical microcircuits KA Buchanan, AV Blackman, AW Moreau, D Elgar, RP Costa, T Lalanne, ... Neuron 75 (3), 451-466, 2012	165	2012
EPILAB: A software package for studies on the prediction of epileptic seizures CA Teixeira, B Direito, H Feldwisch-Drentrup, M Valderrama, RP Costa, ... Journal of neuroscience methods 200 (2), 257-271, 2011	123	2011
The role of disentanglement in generalisation ML Montero, C Ludwig, RP Costa, G Malhotra, J Bowers Proceedings of International Conference on Learning Representations, 2021	116	2021
Target-cell-specific short-term plasticity in local circuits AV Blackman, T Abrahamsson, RP Costa, T Lalanne, PJ Sjöström Frontiers in synaptic neuroscience 5, 11, 2013	107	2013
Differential regulation of evoked and spontaneous release by presynaptic NMDA receptors T Abrahamsson, CYC Chou, SY Li, A Mancino, RP Costa, JA Brock, ... Neuron 96 (4), 839-855. e5, 2017	100	2017
Probabilistic inference of short-term synaptic plasticity in neocortical microcircuits RP Costa, PJ Sjöström, MCW van Rossum Frontiers in Computational Neuroscience 7, 2013	85	2013
Cortical microcircuits as gated-recurrent neural networks RP Costa, YM Assael, B Shillingford, N de Freitas, TP Vogels Advances in Neural Information Processing Systems, 271-282, 2017	78	2017
Epileptic seizure classification using neural networks with 14 features RP Costa, P Oliveira, G Rodrigues, B Leitao, A Dourado Knowledge-Based Intelligent Information and Engineering Systems, 281-288, 2008	77	2008
Functional consequences of pre- and postsynaptic expression of synaptic plasticity RP Costa, BEP Mizusaki, PJ Sjostrom, MCW van Rossum Phil. Trans. R. Soc. B, 2017	73	2017
Unified pre- and postsynaptic long-term plasticity enables reliable and flexible learning RP Costa, RC Froemke, PJ Sjöström, MCW van Rossum eLife 4, e09457, 2015	66	2015
Dendritic error backpropagation in deep cortical microcircuits J Sacramento, RP Costa, Y Bengio, W Senn arXiv preprint arXiv:1801.00062, 2017	52	2017
Synaptic transmission optimization predicts expression loci of long-term plasticity RP Costa, Z Padamsey, JA D’Amour, NJ Emptage, RC Froemke, ... Neuron 96 (1), 177-189. e7, 2017	46	2017
Single-phase deep learning in cortico-cortical networks W Greedy, HW Zhu, J Pemberton, J Mellor, RP Costa Advances in Neural Information Processing Systems, 2022	43	2022
Lost in Latent Space: Examining failures of disentangled models at combinatorial generalisation M Montero, J Bowers, RP Costa, C Ludwig, G Malhotra Advances in Neural Information Processing Systems 35, 10136-10149, 2022	36*	2022
Learning offline: memory replay in biological and artificial reinforcement learning EL Roscow, R Chua, RP Costa, MW Jones, N Lepora Trends in neurosciences 44 (10), 808-821, 2021	32	2021
One cell to rule them all, and in the dendrites bind them RP Costa, PJ Sjöström Frontiers in synaptic neuroscience 3, 5, 2011	32	2011
Cerebro-cerebellar networks facilitate learning through feedback decoupling E Boven, J Pemberton, P Chadderton, R Apps, RP Costa Nature Communications, 2023	31	2023
Computational roles of plastic probabilistic synapses ML Montero, J Sacramento, RP Costa Current Opinion in Neurobiology 54, 90-97, 2019	31	2019

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