【Proposal】A Reinforcement Learning Framework for Protein Function Prediction

20 Oct 2024 (modified: 05 Nov 2024)THU 2024 Fall AML SubmissionEveryoneRevisionsBibTeXCC BY 4.0
Keywords: Bioinformatics, deep learning, protein function prediction
Abstract: Proteins are the foundation of all life activities. Accurate predicting protein functionis essential not only for understanding the life at the molecular level but also foradvancing applications in drug discovery and disease treatment. Current methodsuse CNNs and GNNs to extract information from protein sequences and structuresto predict protein function, but we find that these methods often suffer from theinconsistency issue. We will develop a novel reinforcement learning framework toaddress this problem and achieve accurate predictions.
Submission Number: 21
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