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Philipp Benner's Projects

alignn icon alignn

Atomistic Line Graph Neural Network

autodiff icon autodiff

Autodiff is a numerical library for the Go programming language that supports automatic differentiation. It implements routines for linear algebra (vector/matrix operations), numerical optimization and statistics

mace icon mace

MACE - Fast and accurate machine learning interatomic potentials with higher order equivariant message passing.

matbench-discovery icon matbench-discovery

An evaluation framework for machine learning models simulating high-throughput materials discovery.

modhmm icon modhmm

ModHMM Genome Segmentation Method

pinn icon pinn

Physics Informed Neural Networks

pycoordinationnet icon pycoordinationnet

A neural network model for materials property prediction based on coordination environments

pyleapfrog icon pyleapfrog

Leapfrog regularization for estimating sparse models in PyTorch

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