898 citations · 965 across the 11 of their papers we have counts for
3 papers · 1 filter
Spike-inspired Rank Coding for Fast and Accurate Recurrent Neural Networks
Alan Jeffares, Qinghai Guo, Pontus Stenetorp +1
Biological spiking neural networks (SNNs) can temporally encode information in their outputs, e.g. in the rank order in which neurons fire, whereas artificial neural networks (ANNs…
Chalcogenide optomemristors for multi-factor neuromorphic computation
Syed Ghazi Sarwat, Timoleon Moraitis, C David Wright +1
Neural processing on devices and circuits is fast becoming a popular approach to emulate biological neural networks. Elaborate CMOS and memristive technologies have been employed t…
SoftHebb: Bayesian Inference in Unsupervised Hebbian Soft Winner-Take-All Networks
Timoleon Moraitis, Dmitry Toichkin, Adrien Journé +2
Hebbian plasticity in winner-take-all (WTA) networks is highly attractive for neuromorphic on-chip learning, owing to its efficient, local, unsupervised, and on-line nature. Moreov…