Neural networks : the official journal of the International Neural Network SocietyNeural NetworksComputerAlgorithmsGraph Neural Networks
Consistency-regularized graph neural networks for molecular property prediction.
Jongmin Han, Seokho Kang
Published: 202610.1016/j.neunet.2025.108157
Abstract
Although graph neural networks (GNNs) have proven powerful in molecular property prediction tasks, they tend to underperform when trained on small datasets. Conventional data augmentation strategies are generally ineffective in this context, as simpl…
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