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7mo

SevenNet MLIP model

New MLIP model on the leaderboards! Currently #2 with an F1 score of 0.884. Congrats to the team. They provide a few pre-trained models as well as a ASE calculator for MD. Great stuff. It's a graph neural network (GNN) interatomic potential package based on NequIP. Published 2025-03-13 with 25.7M params.

SevenNet

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https://github.com/MDIL-SNU/SevenNet

7mo
  • Github: https://github.com/MDIL-SNU/SevenNet

  • Leaderboard: https://matbench-discovery.materialsproject.org/models

I'm most curious about its magnetic understanding and if we can get a material latent representation out easily. Will update what I find there shortly.

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