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atomic2field

Codes for translating structural defects to atomic properties

attentioncrosstranslation

Unsupervised cross-domain translation via deep learning and adversarial attention neural networks and application to music-inspired protein designs

cephalo

cephalo-idefics2-moe

cephalo-phi-3-vision-moe

collagentransformer

CollagenTransformer: End-to-End Transformer Model to Predict Thermal Stability of Collagen Triple Helices Using an NLP Approach

dyfranet

dynagen

The DynaGen model allows the prediction of dynamical field data based on microstructure input. The model is exemplified to dynamic fracture problems in brittle materials.

falcon-programming-language

The Falcon Programming Language.

fast-perceiver

Fast and memory efficient PyTorch implementation of the Perceiver with FlashAttention.

fieldcompleter

GAN/convolutional and Transformer models to predict missing mechanical information given limited known data in part of the domain, and further characterize the composite geometries from the recovered mechanical fields for 2D and 3D complex microstructures

fieldpredictorgan

Deep learning model to predict complex stress and strain fields in hierarchical composites

graphgeneration

GraphGeneration: Modeling and design of hierarchical bio-inspired de novo spider web structures using deep learning and additive manufacturing

graphreasoning

hardnessmapdesign

hierarchicaldesign

A computational building block approach towards multiscale architected materials analysis and design with application to hierarchical metal metamaterials

imagen-pytorch

Implementation of Imagen, Google's Text-to-Image Neural Network, in Pytorch

leafgan

materiomictransformer

Generative Pretrained Autoregressive Transformer Graph Neural Network applied to the Analysis and Discovery of Materials

mechagents

Agent-based LLM modeling of mechanics problems

melm

mergekit-phi3-v

Tools for merging pretrained large language models.

mnnn

moleculediffusiontransformer

Molecular generation using diffusion models and autoregressive transformer models

protagents

proteindiffusiongenerator

Generative method to design novel proteins using a diffusion model

proteinmechanicsdiffusiondesign

proteinmechanicsgnn

Rapid Prediction of Protein Natural Frequencies using Graph Neural Networks

silkomegpt

Generative strategies for modeling, design and analysis of silk protein sequences for enhanced mechanical properties

spiderpdb

PDB files of spider silk structures