1 code implementation • 18 Dec 2023 • Vassilis Lyberatos, Spyridon Kantarelis, Edmund Dervakos, Giorgos Stamou
In the age of music streaming platforms, the task of automatically tagging music audio has garnered significant attention, driving researchers to devise methods aimed at enhancing performance metrics on standard datasets.
1 code implementation • 28 May 2023 • Edmund Dervakos, Konstantinos Thomas, Giorgos Filandrianos, Giorgos Stamou
In this work, we build on these ideas, and propose a framework that provides counterfactual explanations in terms of knowledge graphs.
1 code implementation • 26 May 2023 • Giorgos Filandrianos, Edmund Dervakos, Orfeas Menis-Mastromichalakis, Chrysoula Zerva, Giorgos Stamou
We propose a new back translation-inspired evaluation methodology that utilises earlier outputs of the explainer as ground truth proxies to investigate the consistency of explainers.
no code implementations • 8 Feb 2022 • Edmund Dervakos, Orfeas Menis-Mastromichalakis, Alexandros Chortaras, Giorgos Stamou
The use of symbolic knowledge representation and reasoning as a way to resolve the lack of transparency of machine learning classifiers is a research area that lately attracts many researchers.
no code implementations • AAAI-MAKE 2021 • Edmund Dervakos, Giorgos Filandrianos, Konstantinos Thomas, Alexios Mandalios, Chrysoula Zerva, Giorgos Stamou
The rapid growth of scientific literature in the biomedical and clinical domain has significantly com- plicated the identification of information of interest by researchers as well as other practitioners.
Ranked #1 on Information Retrieval on Ohsumed