This repository provides a public, collaboratively maintained bibliography of machine learning papers for protein applications. Papers are organized into categories spanning representation learning, generative models, directed evolution, structure prediction, and stability prediction. The list is maintained in reverse chronological order and accepts contributions via pull requests.