SENECA: building a fully digital neuromorphic processor, design trade-offs and challenges
Tang, Guangzhi, Vadivel, Kanishkan, Xu, Yingfu, Bilgic, Refik, Shidqi, Kevin, Detterer, Paul, Traferro, Stefano, Konijnenburg, Mario, Sifalakis, Manolis, van Schaik, Gert-Jan, Yousefzadeh, Amirreza
Published in Frontiers in neuroscience (23.06.2023)
Published in Frontiers in neuroscience (23.06.2023)
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Journal Article
Optimizing event-based neural networks on digital neuromorphic architecture: a comprehensive design space exploration
Xu, Yingfu, Shidqi, Kevin, van Schaik, Gert-Jan, Bilgic, Refik, Dobrita, Alexandra, Wang, Shenqi, Meijer, Roy, Nembhani, Prithvish, Arjmand, Cina, Martinello, Pietro, Gebregiorgis, Anteneh, Hamdioui, Said, Detterer, Paul, Traferro, Stefano, Konijnenburg, Mario, Vadivel, Kanishkan, Sifalakis, Manolis, Tang, Guangzhi, Yousefzadeh, Amirreza
Published in Frontiers in neuroscience (28.03.2024)
Published in Frontiers in neuroscience (28.03.2024)
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Journal Article
Reinforcement co-Learning of Deep and Spiking Neural Networks for Energy-Efficient Mapless Navigation with Neuromorphic Hardware
Tang, Guangzhi, Kumar, Neelesh, Michmizos, Konstantinos P.
Published in 2020 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS) (24.10.2020)
Published in 2020 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS) (24.10.2020)
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Conference Proceeding
Empirical study on the efficiency of Spiking Neural Networks with axonal delays, and algorithm-hardware benchmarking
Patino-Saucedo, Alberto, Yousefzadeh, Amirreza, Tang, Guangzhi, Corradi, Federico, Linares-Barranco, Bernabe, Sifalakis, Manolis
Published in 2023 IEEE International Symposium on Circuits and Systems (ISCAS) (21.05.2023)
Published in 2023 IEEE International Symposium on Circuits and Systems (ISCAS) (21.05.2023)
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Conference Proceeding
A Spiking Neural Network Mimics the Oculomotor System to Control a Biomimetic Robotic Head Without Learning on a Neuromorphic Hardware
Polykretis, Ioannis, Tang, Guangzhi, Balachandar, Praveenram, Michmizos, Konstantinos P.
Published in IEEE transactions on medical robotics and bionics (01.05.2022)
Published in IEEE transactions on medical robotics and bionics (01.05.2022)
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Journal Article
Open the box of digital neuromorphic processor: Towards effective algorithm-hardware co-design
Tang, Guangzhi, Safa, Ali, Shidqi, Kevin, Detterer, Paul, Traferro, Stefano, Konijnenburg, Mario, Sifalakis, Manolis, van Schaik, Gert-Jan, Yousefzadeh, Amirreza
Published in 2023 IEEE International Symposium on Circuits and Systems (ISCAS) (21.05.2023)
Published in 2023 IEEE International Symposium on Circuits and Systems (ISCAS) (21.05.2023)
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Conference Proceeding
Overcoming the Limitations of Layer Synchronization in Spiking Neural Networks
Koopman, Roel, Yousefzadeh, Amirreza, Shahsavari, Mahyar, Tang, Guangzhi, Sifalakis, Manolis
Year of Publication 09.08.2024
Year of Publication 09.08.2024
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Journal Article
Event-based Optical Flow on Neuromorphic Processor: ANN vs. SNN Comparison based on Activation Sparsification
Xu, Yingfu, Tang, Guangzhi, Yousefzadeh, Amirreza, de Croon, Guido, Sifalakis, Manolis
Year of Publication 29.07.2024
Year of Publication 29.07.2024
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Journal Article
Empirical study on the efficiency of Spiking Neural Networks with axonal delays, and algorithm-hardware benchmarking
Patiño-Saucedo, Alberto, Yousefzadeh, Amirreza, Tang, Guangzhi, Corradi, Federico, Linares-Barranco, Bernabé, Sifalakis, Manolis
Published in arXiv.org (11.09.2023)
Published in arXiv.org (11.09.2023)
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Paper
Journal Article
SENSIM: An Event-driven Parallel Simulator for Multi-core Neuromorphic Systems
Nembhani, Prithvish, Vadivel, Kanishkan, Tang, Guangzhi, Tahghighi, Mohammad, van Schaik, Gert-Jan, Sifalakis, Manolis, Al-Ars, Zaid, Yousefzadeh, Amirreza
Published in 2024 International Joint Conference on Neural Networks (IJCNN) (30.06.2024)
Published in 2024 International Joint Conference on Neural Networks (IJCNN) (30.06.2024)
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Conference Proceeding
TRIP: Trainable Region-of-Interest Prediction for Hardware-Efficient Neuromorphic Processing on Event-based Vision
Arjmand, Cina, Xu, Yingfu, Shidqi, Kevin, Dobrita, Alexandra F, Vadivel, Kanishkan, Detterer, Paul, Sifalakis, Manolis, Yousefzadeh, Amirreza, Tang, Guangzhi
Year of Publication 25.06.2024
Year of Publication 25.06.2024
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Journal Article
BioGrad: Biologically Plausible Gradient-Based Learning for Spiking Neural Networks
Tang, Guangzhi, Kumar, Neelesh, Polykretis, Ioannis, Michmizos, Konstantinos P
Year of Publication 26.10.2021
Year of Publication 26.10.2021
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Journal Article
EON-1: A Brain-Inspired Processor for Near-Sensor Extreme Edge Online Feature Extraction
Dobrita, Alexandra, Yousefzadeh, Amirreza, Thorpe, Simon, Vadivel, Kanishkan, Detterer, Paul, Tang, Guangzhi, van Schaik, Gert-Jan, Konijnenburg, Mario, Gebregiorgis, Anteneh, Hamdioui, Said, Sifalakis, Manolis
Year of Publication 25.06.2024
Year of Publication 25.06.2024
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Journal Article