2 citations · 2 across the 4 of their papers we have counts for
4 papers
Topological degree as a discrete diagnostic for disentanglement, with applications to the VAE
Mahefa Ratsisetraina Ravelonanosy, Vlado Menkovski, Jacobus W. Portegies
We investigate the ability of Diffusion Variational Autoencoder (VAE) with unit sphere as latent space to capture topological and geometrical structure and disen…
Graph Neural Networks for Carbon Dioxide Adsorption Prediction in Aluminium-Exchanged Zeolites
Marko Petković, José Manuel Vicent-Luna, Vlado Menkovski +1
The ability to efficiently predict adsorption properties of zeolites can be of large benefit in accelerating the design process of novel materials. The existing configuration space…
KeyGen2Vec: Learning Document Embedding via Multi-label Keyword Generation in Question-Answering
Iftitahu Ni'mah, Samaneh Khoshrou, Vlado Menkovski +1
Representing documents into high dimensional embedding space while preserving the structural similarity between document sources has been an ultimate goal for many works on text re…
NLG Evaluation Metrics Beyond Correlation Analysis: An Empirical Metric Preference Checklist
Iftitahu Ni'mah, Meng Fang, Vlado Menkovski +1
In this study, we analyze automatic evaluation metrics for Natural Language Generation (NLG), specifically task-agnostic metrics and human-aligned metrics. Task-agnostic metrics, s…