1 code implementation • NeurIPS 2021 • Joshua Meier, Roshan Rao, Robert Verkuil, Jason Liu, Tom Sercu, Alex Rives
Modeling the effect of sequence variation on function is a fundamental problem for understanding and designing proteins.
1 code implementation • 13 Feb 2021 • Roshan Rao, Jason Liu, Robert Verkuil, Joshua Meier, John F. Canny, Pieter Abbeel, Tom Sercu, Alexander Rives
Unsupervised protein language models trained across millions of diverse sequences learn structure and function of proteins.
no code implementations • 1 Jan 2021 • Tom Sercu, Robert Verkuil, Joshua Meier, Brandon Amos, Zeming Lin, Caroline Chen, Jason Liu, Yann Lecun, Alexander Rives
We propose the Neural Potts Model objective as an amortized optimization problem.