This repository contains an Equinox implementation of a Deep MLP-Bottleneck models from https://github.com/gregorbachmann/scaling_mlps repo. The model weigths were loaded from their pytorch checkpoints and converted to a corresponding Equinox implementation in the following https://github.com/dimarkov/mlpox repo.