Joshua Meier

4 papers · 2020–2021 · 3 venues · across top CS/AI venues

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Achievements

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🌍 Conference Polyglot · Bronze 🌉 Interdisciplinary Bridge · Bronze 🗺️ Taxonomy Completionist (11) 🐣 Hot Topic Early Bird 👑 Triple Crown

🧭 Keyword Pioneer

Venues

ICLR (2) ICML (1) NeurIPS (1)

Top co-authors

Alexander Rives (3) Tom Sercu (3) Roshan Rao (2) Robert Verkuil (2) Jason Liu (2) Yilun Du (1) Sergey Ovchinnikov (1) John Canny (1) Pieter Abbeel (1) Jerry Ma (1)

Research topics

Deep Learning (3) Artificial Intelligence (2) Healthcare & Medicine (2) Machine Learning (2) Architectures (2) Core AI (2) Learning Types · Deep Learning (2) Research (2) Interdisciplinary (1) Learning Types · Machine Learning (1) Models (1) Optimization & Theory (1) Science (1)

Keywords

protein language model (3) protein structure (2) unsupervised learning (2) energy-based model (1) attention map (1) multiple sequence alignment (1) masked language modeling (1) unsupervised model (1) protein conformation (1) zero-shot prediction (1) contact prediction (1) sequence data (1) variant effect (1) protein function (1) unsupervised structure learning (1) evolutionary related sequence (1) sequence variation (1) side chain prediction (1) rotamer recovery (1) physicochemical property (1)

Papers

Language models enable zero-shot prediction of the effects of mutations on protein function NeurIPS 2021 MSA Transformer ICML 2021 Transformer protein language models are unsupervised structure learners ICLR 2021 Energy-based models for atomic-resolution protein conformations ICLR 2020