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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
11362019
Dendritic cortical microcircuits approximate the backpropagation algorithm
J Sacramento, RP Costa, Y Bengio, W Senn
Advances in Neural Information Processing Systems, 2018
3872018
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
1652012
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
1162021
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
1072013
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
1002017
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
532017
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
462017
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
332021
Cerebro-cerebellar networks facilitate learning through feedback decoupling
E Boven*, J Pemberton*, P Chadderton, R Apps, RP Costa
Nature Communications, 2023
322023
One cell to rule them all, and in the dendrites bind them
RP Costa, PJ Sjöström
Frontiers in synaptic neuroscience 3, 5, 2011
322011
Computational roles of plastic probabilistic synapses
ML Montero, J Sacramento, RP Costa
Current Opinion in Neurobiology 54, 90-97, 2019
312019
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