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Figure 9. Feature relevance plot
Top 20 features selected for the regression analysis of Tc, where (a) is without and (b) is with MEGNet element embeddings, along with the realized total loss reduction (i.e., the relevance score).
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Scatter plot comparing numeric features in the 3DSC dataset
We find a similar idea that high-Tc materials form clusters and are generally a sweet spot within the range of a feature's values.
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SHAP violin plot for Tc classifier model
Shows the distribution of feature importance values across different features
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Animated scatter plots showing latent feature evolutions during heating
Here we showcase a few key latent features and their relationships to each other, points colored by their Tc. We animate from 0 K to ~130 K.
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