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Yun S. Song

2 accepted papers

2024

Ultrafast classical phylogenetic method beats large protein language models on variant effect prediction

NeurIPS 2024poster

Amino acid substitution rate matrices are fundamental to statistical phylogenetics and evolutionary biology. Estimating them typically requires reconstructed trees for massive amounts of aligned proteins, which poses a major computational bottleneck. In this paper, we develop a near-linear time meth…

2023

CELLE-2: Translating Proteins to Pictures and Back with a Bidirectional Text-to-Image Transformer

NeurIPS 2023poster

We present CELL-E 2, a novel bidirectional transformer that can generate images depicting protein subcellular localization from the amino acid sequences (and vice versa). Protein localization is a challenging problem that requires integrating sequence and image information, which most existing metho…