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Rui Ponte Costa
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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
11162019
Dendritic cortical microcircuits approximate the backpropagation algorithm
J Sacramento, RP Costa, Y Bengio, W Senn
Advances in Neural Information Processing Systems, 2018
3832018
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
1632012
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
1232011
The role of disentanglement in generalisation
ML Montero, C Ludwig, RP Costa, G Malhotra, J Bowers
Proceedings of International Conference on Learning Representations, 2021
1142021
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
1052013
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
1012017
Probabilistic inference of short-term synaptic plasticity in neocortical microcircuits
RP Costa, PJ Sjöström, MCW van Rossum
Frontiers in Computational Neuroscience 7, 2013
852013
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
782017
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
772008
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
732017
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
662015
Dendritic error backpropagation in deep cortical microcircuits
J Sacramento, RP Costa, Y Bengio, W Senn
arXiv preprint arXiv:1801.00062, 2017
522017
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
452017
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
432022
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
322021
One cell to rule them all, and in the dendrites bind them
RP Costa, PJ Sjöström
Frontiers in synaptic neuroscience 3, 5, 2011
322011
Cerebro-cerebellar networks facilitate learning through feedback decoupling
E Boven*, J Pemberton*, P Chadderton, R Apps, RP Costa
Nature Communications, 2023
302023
Computational roles of plastic probabilistic synapses
ML Montero, J Sacramento, RP Costa
Current Opinion in Neurobiology 54, 90-97, 2019
302019
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