1 citations · 1 across the 6 of their papers we have counts for
Showing cs.LGShow all
3 papers · 1 filter
cs.LG2024★ 1 cited
ED-VAE: Entropy Decomposition of ELBO in Variational Autoencoders
Fotios Lygerakis, Elmar Rueckert
Traditional Variational Autoencoders (VAEs) are constrained by the limitations of the Evidence Lower Bound (ELBO) formulation, particularly when utilizing simplistic, non-analytic,…
cs.LG2023
CR-VAE: Contrastive Regularization on Variational Autoencoders for Preventing Posterior Collapse
Fotios Lygerakis, Elmar Rueckert
The Variational Autoencoder (VAE) is known to suffer from the phenomenon of \textit{posterior collapse}, where the latent representations generated by the model become independent…
cs.LG2021
Sequential Late Fusion Technique for Multi-modal Sentiment Analysis
Debapriya Banerjee, Fotios Lygerakis, Fillia Makedon
Multi-modal sentiment analysis plays an important role for providing better interactive experiences to users. Each modality in multi-modal data can provide different viewpoints or…