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Figure 3 from the Orb paper · Files on Ouro

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Figure 3 from the Orb paper

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Notes on Orb

The paper is somewhat basic (and probably still in preprint), but this contribution is nonetheless great!

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Orb latent space Tc prediction classifier parity plot

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Orb latent space features dim-reduced and colored with Tc

Plot produced by taking the features generated by Orb (256 dim output) and visualizing different dimensionality reduction methods on them and coloring the point by Tc from the 3DSC database.

Performance of MatterSim on benchmark datasets

Table S1 from the MatterSim paper

Orb Paper

Authors introduce Orb, a family of universal interatomic potentials for atomistic modeling of materials. Orb models are 3-6 times faster than existing universal potentials, stable under simulation for a range of out of distribution materials and, upon release, represented a 31% reduction in error over other methods on the Matbench Discovery benchmark. https://arxiv.org/abs/2410.22570