Published January 15, 2025 | Version v1
Model Open

Pretrained models for CrystalGRW

  • 1. ROR icon University of South Carolina
  • 2. ROR icon Chulalongkorn University

Description

Pretrained models for CrystalGRW. Intructions for model usage can be found at https://github.com/trachote/crystalgrw.

  1. The file pretrained_mp20_2024-09-24.zip is a model trained on MP-20 dataset.
  2. The file pretrained_mp20_cond_2024-12-01.zip is a model trained on MP-20 dataset, conditioned on point groups. This model enables control over point groups of generated structures.

Files

pretrained_mp20_2024-09-24.zip

Files (1.5 GB)

Name Size Download all
md5:e577afe4c95f64639ef25ec4c09e0d9c
766.6 MB Preview Download
md5:25cc09f7189c480905ae7735c8a66506
772.5 MB Preview Download

Additional details

Identifiers

Related works

Cites
arXiv:2501.08998 (arXiv)

Dates

Available
2025-01-15

Software

Repository URL
https://github.com/trachote/crystalgrw
Programming language
Python

References

  • Krit Tangsongcharoen, Teerachote Pakornchote, Chayanon Atthapak, Natthaphon Choomphon-anomakhun, Annop Ektarawong, Björn Alling, Christopher Sutton, Thiti Bovornratanaraks, and Thiparat Chotibut, CrystalGRW: Generative Modeling of Crystal Structures with Targeted Properties via Geodesic Random Walks (2025), arXiv:2501.08998 [cond-mat.mtrl-sci]