Acknowledgements

We would like to thank the Church Lab authors of both the UniRep and Low-N protein engineering papers for their fantastic work which inspired us to work on this project develop our interest in computational protein engineering, as well as for sharing their trained weights with us; Eric Ma and Arkadij Kummer for the brilliant JAX-UniRep reimplementation and for teaching us a lot about best practices in working on open-source collaborative projects and designing clean APIs; and Prof. Jennifer Listgarten for introducing us to amazing research papers to read, and inspiring us with the possibilities and potential of machine learning in biology and chemistry.