Centrum Wiskunde & Informatica: Human Brain Project

Deep gated Hebbian predictive coding accounts for emergence of complex neural response properties along the visual cortical hierarchy Article

Frontiers in Computational Neuroscience

S. Dora (Shirin), S.M. Bohte (Sander) and C. Pennartz (Cyriel)

July 2021

Multimodal representation learning for place recognition using deep Hebbian predictive coding Article

Frontiers in Robotics and AI

M.J. Pearson (Martin), S. Dora (Shirin), O. Struckmeier (Oliver), T.C. Knowles (Thomas), B. Mitchinson (Ben), K. Tiwari (Kshitij), V. Kyrki (Ville), S.M. Bohte (Sander) and C. Pennartz (Cyriel)

December 2021

Efficient uncertainty estimation in Spiking Neural Networks via MC-dropout In Proceedings

T. Sun (Tao), B. Yin (Bojian) and S.M. Bohte (Sander)

September 2023

Local minimization of prediction errors drives learning of invariant object representations in a generative network model of visual perception Article

Frontiers in Computational Neuroscience, 1207361:1-1207361:15.

M. Brucklacher (Matthias), S.M. Bohte (Sander), J.F. Mejías (Jorge) and C. Pennartz (Cyriel)

September 2023

Predictive coding with spiking neurons and feedforward gist signaling Article

Frontiers in Computational Neuroscience, 1338280:1-1338280:19.

K. Lee (Kwangjun), S. Dora (Shirin), J.F. Mejías (Jorge), S.M. Bohte (Sander) and C. Pennartz (Cyriel)

April 2024

Recurrent neural networks that learn multistep visual routines with reinforcement learning Article

PLoS Computational Biology, 20(4), e1012030:1-e1012030:28.

S. Mollard (Sami), C. Wacongne (Catherine), S.M. Bohte (Sander) and P.R. Roelfsema (Pieter)

April 2024

Masked image modeling as a framework for self-supervised learning across eye movements In Proceedings

R. Weiler (Robin), M. Brucklacher (Matthias), C. Pennartz (Cyriel) and S.M. Bohte (Sander)

September 2024

DPSNN: Spiking neural network for low-latency streaming speech enhancement Article

Neuromorphic Computing and Engineering, 4(4), 044008:1-044008:14.

T. Sun (Tao) and S.M. Bohte (Sander)

December 2024

Human Brain Project - SGA3 April 2020 - March 2023

Collection

Collection

Deep gated Hebbian predictive coding accounts for emergence of complex neural response properties along the visual cortical hierarchy Article

Multimodal representation learning for place recognition using deep Hebbian predictive coding Article

Efficient uncertainty estimation in Spiking Neural Networks via MC-dropout In Proceedings

Local minimization of prediction errors drives learning of invariant object representations in a generative network model of visual perception Article

Predictive coding with spiking neurons and feedforward gist signaling Article

Recurrent neural networks that learn multistep visual routines with reinforcement learning Article

Masked image modeling as a framework for self-supervised learning across eye movements In Proceedings

DPSNN: Spiking neural network for low-latency streaming speech enhancement Article

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Human Brain Project - SGA3 April 2020 - March 2023

Collection

Collection

Deep gated Hebbian predictive coding accounts for emergence of complex neural response properties along the visual cortical hierarchy Article

Multimodal representation learning for place recognition using deep Hebbian predictive coding Article

Efficient uncertainty estimation in Spiking Neural Networks via MC-dropout In Proceedings

Local minimization of prediction errors drives learning of invariant object representations in a generative network model of visual perception Article

Predictive coding with spiking neurons and feedforward gist signaling Article

Recurrent neural networks that learn multistep visual routines with reinforcement learning Article

Masked image modeling as a framework for self-supervised learning across eye movements In Proceedings

DPSNN: Spiking neural network for low-latency streaming speech enhancement Article

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