Paulina G. Nuñez-Valencia

From Likelihood to Fitness: Improving Variant Effect Prediction in Protein and Genome Language Models

Generative models trained on natural sequences are increasingly used to predict the effects of genetic variation, enabling progress in therapeutic design, disease risk prediction, and synthetic biology. In the zero-shot setting, variant impact is estimated by comparing the likelihoods of sequences,…