judewells.bsky.social
@judewells.bsky.social did:plc:xegmrmut2ravbjy3krk5kozu
Encode AI for Science Fellow (Pillar VC / Imperial College London) Protein Design, PhD in machine learning for structural biology at UCL
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judewells.bsky.social (@judewells.bsky.social) ist seit 14 November 2024 auf Bluesky. Das Konto hat 623 Follower, folgt 803 Konten und hat 18 Posts veröffentlicht.
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Birnbaum and Keating present PottsMPNN, a sequence design model that learns a sequence-energy landscape from multiple sequence alignments. PottsMPNN outperforms other sequence design models and is a drop-in alternative to ProteinMPNN. Here’s the code: github.com/KeatingLab/P....
Post anzeigenHere’s a preprint from the Keating Lab: www.biorxiv.org/content/10.6.... Foster Birnbaum and Amy E. Keating demonstrate that sequence design models, such as ProteinMPNN, are limited because they were trained only on native sequences.
Post anzeigenWe introduce epiplexity, a new measure of information that provides a foundation for how to select, generate, or transform data for learning systems. We have been working on this for almost 2 years, and I cannot contain my excitement! arxiv.org/abs/2601.03220 1/7
Post anzeigenA dataset of 40 million protein families and an autoregressive model of protein families. Great to see other protein Atlases popping up after Dayhoff!! @judewells.bsky.social @dmmiller597.bsky.social www.biorxiv.org/content/10.6...
Post anzeigenBuilt by CATH, TÜM and NVIDIA, ProFam-1 is our new open-source protein family language model (pfLM) designed to generate functional protein variants and predict fitness using in-context example sequences.
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