SevenNet MLIP model

Actions

Discover ways to transform this asset

Convert a post to speech using OpenAI TTS

POST /speech/from-post

Connections

How this post is connected to other assets

1 reference

Curie temperature prediction model

In this post I'll share some of the work I've been doing on a Curie temperature prediction model. I finally found a decent dataset to work with. More on that here:

post

Join to comment

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.

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.

SevenNet

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

Image file

1 comments

11d

MLIP Models and Frameworks

https://github.com/mir-group/nequip

post

GHOST Meeting Notes

2025-01-03

post

January '25 Reading List

M3GNet seems like a pretty popular MLIP model. Depending on the pipeline we build out, we may want to increase throughput with a model that can help us with MD and electronics predictions.

post

Comparing MLIP and MLFF, aggregation methods

Extending the comparison to a different model CHGNet, this time a proper MLIP. Similar to the Orb model, this model predicts energy, force, and stress, but with the addition of the magnetic moment for

post

SevenNet MLIP model

Actions

Convert a post to speech using OpenAI TTS

Connections

Curie temperature prediction model

SevenNet

1 comments

Similar posts

MLIP Models and Frameworks

GHOST Meeting Notes

January '25 Reading List

Comparing MLIP and MLFF, aggregation methods