Pedro J. Goncalves
Pedro J. Goncalves
VIB-Neuroelectronics Research Flanders (NERF)
Verified email at - Homepage
Cited by
Cited by
Flexible statistical inference for mechanistic models of neural dynamics
JM Lueckmann, PJ Goncalves, G Bassetto, K Öcal, M Nonnenmacher, ...
Advances in neural information processing systems 30, 2017
SBI--A toolkit for simulation-based inference
A Tejero-Cantero, J Boelts, M Deistler, JM Lueckmann, C Durkan, ...
arXiv preprint arXiv:2007.09114, 2020
Training deep neural density estimators to identify mechanistic models of neural dynamics
PJ Gonçalves, JM Lueckmann, M Deistler, M Nonnenmacher, K Öcal, ...
Elife 9, e56261, 2020
Benchmarking simulation-based inference
JM Lueckmann, J Boelts, D Greenberg, P Goncalves, J Macke
International conference on artificial intelligence and statistics, 343-351, 2021
Benchmarking microbiome transformations favors experimental quantitative approaches to address compositionality and sampling depth biases
V Lloréns-Rico, S Vieira-Silva, PJ Gonçalves, G Falony, J Raes
Nature communications 12 (1), 3562, 2021
Optogenetic perturbations reveal the dynamics of an oculomotor integrator
PJ Gonçalves, AB Arrenberg, B Hablitzel, H Baier, CK Machens
Frontiers in neural circuits 8, 10, 2014
The geometry of robustness in spiking neural networks
N Calaim, FA Dehmelt, PJ Gonçalves, CK Machens
Elife 11, e73276, 2022
GATSBI: Generative adversarial training for simulation-based inference
P Ramesh, JM Lueckmann, J Boelts, Á Tejero-Cantero, DS Greenberg, ...
arXiv preprint arXiv:2203.06481, 2022
Truncated proposals for scalable and hassle-free simulation-based inference
M Deistler, PJ Goncalves, JH Macke
Advances in Neural Information Processing Systems 35, 23135-23149, 2022
Energy efficient network activity from disparate circuit parameters
M Deistler, JH Macke*, PJ Gonçalves*
Proceedings of the National Academy of Sciences 119 (44), e2207632119, 2022
Integration of sleep homeostasis and navigation in Drosophila
A Flores-Valle, PJ Gonçalves, JD Seelig
PLoS Computational Biology 17 (7), e1009088, 2021
Sustained activation of PV+ interneurons in core auditory cortex enables robust divisive gain control for complex and naturalistic stimuli
T Gothner, PJ Gonçalves, M Sahani, JF Linden, KJ Hildebrandt
Cerebral Cortex 31 (5), 2364-2381, 2021
Comparing neural simulations by neural density estimation
J Boelts, JM Lueckmann, PJ Goncalves, H Sprekeler, JH Macke
2019 Conference on Cognitive Computational Neuroscience. Berlin, Germany …, 2019
Combined statistical-mechanistic modeling links ion channel genes to physiology of cortical neuron types
Y Bernaerts, M Deistler, PJ Gonçalves, J Beck, M Stimberg, F Scala, ...
bioRxiv, 2023.03. 02.530774, 2023
Dysbiosis and associated stool features improve prediction of response to biological therapy in inflammatory bowel disease
C Caenepeel, G Falony, K Machiels, B Verstockt, PJ Goncalves, ...
Gastroenterology 166 (3), 483-495, 2024
A neural circuit model of the oculomotor integrator: theory for optogenetic dissection
P Gonçalves
Université Pierre et Marie Curie, 2012
Meta-learning families of plasticity rules in recurrent spiking networks using simulation-based inference
B Confavreux, P Ramesh, PJ Goncalves, JH Macke, T Vogels
Advances in Neural Information Processing Systems 36, 2024
Robust statistical inference for simulation-based models in neuroscience
M Nonnenmacher, PJ Goncalves, G Bassetto, JM Lueckmann, JH Macke
Bernstein Conference 2018, Berlin, Germany, 2018
Indistinguishable network dynamics can emerge from unalike plasticity rules
P Ramesh, B Confavreux, PJ Goncalves, TP Vogels, JH Macke
bioRxiv, 2023.11. 01.565168, 2023
Amortised inference for mechanistic models of neural dynamics
JM Lueckmann, PJ Gonçalves, C Chintaluri, WF Podlaski, G Bassetto, ...
Computational and Systems Neuroscience (Cosyne) 2019, 108, 2019
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