Language models enable zero-shot prediction of the effects of mutations on protein function

Joshua Meier, Roshan Rao, Robert Verkuil, Jason Liu, Tom Sercu, Alexander Rives. Language models enable zero-shot prediction of the effects of mutations on protein function. In Marc'Aurelio Ranzato, Alina Beygelzimer, Yann N. Dauphin, Percy Liang, Jennifer Wortman Vaughan, editors, Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, NeurIPS 2021, December 6-14, 2021, virtual. pages 29287-29303, 2021. [doi]

@inproceedings{MeierRVLSR21,
  title = {Language models enable zero-shot prediction of the effects of mutations on protein function},
  author = {Joshua Meier and Roshan Rao and Robert Verkuil and Jason Liu and Tom Sercu and Alexander Rives},
  year = {2021},
  url = {https://proceedings.neurips.cc/paper/2021/hash/f51338d736f95dd42427296047067694-Abstract.html},
  researchr = {https://researchr.org/publication/MeierRVLSR21},
  cites = {0},
  citedby = {0},
  pages = {29287-29303},
  booktitle = {Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, NeurIPS 2021, December 6-14, 2021, virtual},
  editor = {Marc'Aurelio Ranzato and Alina Beygelzimer and Yann N. Dauphin and Percy Liang and Jennifer Wortman Vaughan},
}