Author

Qurat-ul-ain

University of Oxford

Listed by name: these papers carry no ORCID for this author, so different people with the same name may be mixed together.

Biology Disciplines

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Bioinformatics· 1

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Approach:graph neural network· 1 Assay:protein sequence· 1 Research Focus:protein structure prediction· 1

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Carlos OuteiraliD· 1 shared Charlotte Mary DeaneiD· 1 shared Matteo CagiadaiD· 1 shared Yee Whye TehiD· 1 shared

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2026-2026 · peak 1/yr

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1 shared paperBioinformatics

Carlos OuteiralORCID

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1 paper

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BioinformaticsbioRxivPreprintMay 29, 2026

Just Add Structure: Protein Language Models Combined with Structural Equivariance Excel at Protein Tasks

Qurat-ul-ain, Carlos Outeiral, Matteo Cagiada…·Charlotte Mary Deane

This paper introduces ProtEGNN, a model combining protein language models with geometric equivariance to improve protein property and function prediction with fewer parameters than fine-tuned PLMs.

DOI 10.64898/2026.05.28.728196

protein sequencegraph neural network

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