MilesZhao / PGCGMLinks
Source code for generating materials with 20 space groups using PGCGM
☆34Updated 3 years ago
Alternatives and similar repositories for PGCGM
Users that are interested in PGCGM are comparing it to the libraries listed below
Sorting:
- This is a conditionally generative model for crystal structures based on a modified version of CDVAE.☆38Updated 3 months ago
- Composition-Conditioned Crystal GAN pytorch code☆42Updated 3 years ago
- FTCP code☆36Updated 2 years ago
- ☆11Updated 2 years ago
- Generative materials benchmarking metrics, inspired by guacamol and CDVAE.☆41Updated last year
- An SE(3)-invariant autoencoder for generating the periodic structure of materials [ICLR 2022]☆26Updated last year
- ☆26Updated last year
- Wyckoff Inorganic Crystal Generator Framework☆28Updated 10 months ago
- Unsupervised learning of atomic scale dynamics from molecular dynamics.☆85Updated 4 years ago
- Official implementation of DeepDFT model☆87Updated 2 years ago
- A text-guided diffusion model for crystal structure generation☆74Updated 8 months ago
- Scalable graph neural networks for materials property prediction☆63Updated 2 years ago
- SLICES: An Invertible, Invariant, and String-based Crystal Representation [2023, Nature Communications] MatterGPT, SLICES-PLUS☆138Updated last week
- Representation Learning from Stoichiometry☆60Updated 3 years ago
- A repository for implementing graph network models based on atomic structures.☆103Updated last year
- Original implementation of CSPML☆29Updated last year
- ☆24Updated last year
- Python package to interact with high-dimensional representations of the chemical elements☆48Updated last week
- ☆29Updated 3 years ago
- Crystal Edge Graph Attention Neural Network☆23Updated last year
- MCMC-based algorithm for sampling surface reconstructions☆38Updated 4 months ago
- Predict the electronic structure and atomic properties (potential energy, forces, and stress tensor) of polymers containing N and/or O.☆22Updated last year
- Active Learning for Machine Learning Potentials☆63Updated 2 months ago
- [npj Comp. Mat.] Higher-order equivariant neural networks for charge density prediction in materials☆71Updated 11 months ago
- 3-D Inorganic Crystal Structure Generation and Property Prediction via Representation Learning (JCIM 2020)☆43Updated 2 years ago
- scripts to load all data from ICSD, Materials Project, and OQMD☆68Updated 3 years ago
- Zeolite GAN☆25Updated 5 years ago
- Code Repository for "Direct prediction of phonon density of states with Euclidean neural network"☆28Updated 3 years ago
- ☆32Updated 4 months ago
- This is the source code of CubicGAN generating cubic crystal structures using improved WGAN.☆10Updated 3 years ago