Fig. 2: Prediction of electrical conductivity using GCN and GAT models.

a Scatter plot of predicted versus actual conductivity values obtained using the GCN model across different concentrations; b Corresponding results obtained using the GAT model. Both panels show training and validation results to assess model performance.