Adaptively extendable multi-stage spiking neural network

ICT Express - Tập 7 - Trang 94-98 - 2021
Kwi Seob Um1, Seo Weon Heo1
1Department of Electronic and Engineering, Hongik University, Seoul, Republic of Korea

Tài liệu tham khảo

Tavanaei, 2018, Deep learning in spiking neural networks, Neural Netw., 111, 47, 10.1016/j.neunet.2018.12.002 Kheradpisheh, 2018, STDP-based spiking deep convolutional neural network for object recognition, Neural Netw., 99, 56, 10.1016/j.neunet.2017.12.005 Ferre, 2018, Unsupervised feature learning with winner-takes-all based STDP, Front. Computat. Neurosci., 12 Bohte, 2002, Error-backprogation in multi-layer networks of spiking neurons, Neurocomputing, 48, 17, 10.1016/S0925-2312(01)00658-0 Panzeri, 2010, Information carried by population spike times in the whisker sensory cortex can be decoded without knowledge of stimulus time, Front. Synaptic Neurosci., 2 Florian, 2012, The chronotron: A neuron that learns to fire temporally precise spike patterns, PLoS One, 7, 10.1371/journal.pone.0040233 Wu, 2018, Spatio-temporal backpropagation for training high-performance spiking neural networks, Front. Neurosci., 12, 10.3389/fnins.2018.00331 Chase, 2007, First-spike latency information in single neurons increases when referenced to population onset, Proc. Natl. Acad. Sci., 104, 5175, 10.1073/pnas.0610368104 Tavanaei, 2018, Training spiking convnets by STDP and gradient descent, 1