4 papers
Continual Deep Learning on the Edge via Stochastic Local Competition among Subnetworks
Theodoros Christophides, Kyriakos Tolias, Sotirios Chatzis
Continual learning on edge devices poses unique challenges due to stringent resource constraints. This paper introduces a novel method that leverages stochastic competition princip…
A New Dataset for End-to-End Sign Language Translation: The Greek Elementary School Dataset
Andreas Voskou, Konstantinos P. Panousis, Harris Partaourides +2
Automatic Sign Language Translation (SLT) is a research avenue of great societal impact. End-to-End SLT facilitates the interaction of Hard-of-Hearing (HoH) with hearing people, th…
Dialog speech sentiment classification for imbalanced datasets
Sergis Nicolaou, Lambros Mavrides, Georgina Tryfou +4
Speech is the most common way humans express their feelings, and sentiment analysis is the use of tools such as natural language processing and computational algorithms to identify…
t-Exponential Memory Networks for Question-Answering Machines
Kyriakos Tolias, Sotirios Chatzis
Recent advances in deep learning have brought to the fore models that can make multiple computational steps in the service of completing a task; these are capable of describ- ing l…