HyperGraphNeuralNetworks.jl is a (hyper)graph neural network library written in Julia meant to be used with the machine learning library Lux.jl. It is strongly inspired by GraphNeuralNetworks.jl and builds off of SimpleHypergraphs.jl and SimpleDirectedHypergraphs.jl.