Litcius/Paper detail

Transformer-based protein generation with regularized latent space optimization

Egbert Castro, Abhinav Godavarthi, Julian Rubinfien, Kevin B. Givechian, Dhananjay Bhaskar, Smita Krishnaswamy

2022Nature Machine Intelligence72 citationsDOI

Topics & Concepts

AutoencoderComputer scienceFitness functionArtificial intelligenceFitness landscapeSequence spaceTransformerProtein sequencingSequence (biology)Machine learningDeep learningGenetic algorithmBiologyMathematicsPeptide sequenceGeneticsPure mathematicsDemographySociologyVoltageBanach spacePopulationPhysicsQuantum mechanicsGeneProtein Structure and DynamicsRNA and protein synthesis mechanismsvaccines and immunoinformatics approaches