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Layer spacing vs. latent space response

Measuring the effect of changing the spacing of a layer in the crystal and how it changes the latent space representation of that material.

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Crystal structure perturbation analysis on latent space
In this next experiment, I'm going to try to build more of an intuition and physical understanding of some of our most important latent features, as they relate to importance of predicting the superc
in•16d•updated 15d ago
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Interactive 3D latent space exploration with Tc

Using the 256 dimensional latent space output from the Orb model, we visualize the 3DSC(MP) dataset using t-SNE and UMAP. The UMAP projection has been given the target for learning a manifold that keeps similar Tc materials close together.

3D latent space exploration with Tc

Using the 256 dimensional latent space output from the Orb model, we visualize the 3DSC(MP) dataset using UMAP with direction from Tc labels. Hover a point to see Tc, formula, and Material Project identifier.

Lattice scaling of the c-axis vs. latent space response

Simulating the effect changing the spacing between the layers of a cuprate has on the latent vectors that represent that material.

Isotropic scaling vs. latent space response

Measuring the impact scaling the crystal lattice has on different select latent features.