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cs.LG2024
Relational Graph Convolutional Networks Do Not Learn Sound Rules
Matthew Morris, David J. Tena Cucala, Bernardo Cuenca Grau +1
Graph neural networks (GNNs) are frequently used to predict missing facts in knowledge graphs (KGs). Motivated by the lack of explainability for the outputs of these models, recent…
cs.LG2021★ 9 cited
Beta-VAE Reproducibility: Challenges and Extensions
Miroslav Fil, Munib Mesinovic, Matthew Morris +1
-VAE is a follow-up technique to variational autoencoders that proposes special weighting of the KL divergence term in the VAE loss to obtain disentangled representations. Unsup…