898 citations · 3.4k across the 38 of their papers we have counts for
3 papers · 1 filter
Optimality of short-term synaptic plasticity in modelling certain dynamic environments
Timoleon Moraitis, Abu Sebastian, Evangelos Eleftheriou
Biological neurons and their in-silico emulations for neuromorphic artificial intelligence (AI) use extraordinarily energy-efficient mechanisms, such as spike-based communication a…
File Classification Based on Spiking Neural Networks
Ana Stanojevic, Giovanni Cherubini, Timoleon Moraitis +1
In this paper, we propose a system for file classification in large data sets based on spiking neural networks (SNNs). File information contained in key-value metadata pairs is map…
Fatiguing STDP: Learning from Spike-Timing Codes in the Presence of Rate Codes
Timoleon Moraitis, Abu Sebastian, Irem Boybat +3
Spiking neural networks (SNNs) could play a key role in unsupervised machine learning applications, by virtue of strengths related to learning from the fine temporal structure of e…