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Searched The ACM Guide to Computing Literature (3,733,386 records)|Limit your search to The ACM Full-Text Collection (750,151 records)
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- research-articleAugust 2021
Improving Protein Function Annotation via Unsupervised Pre-training: Robustness, Efficiency, and Insights
KDD '21: Proceedings of the 27th ACM SIGKDD Conference on Knowledge Discovery & Data MiningAugust 2021, Pages 2782–2791https://doi.org/10.1145/3447548.3467163Recent work demonstrated a large ensemble of convolutional neural networks (CNNs) outperforms industry-standard approaches at annotating protein sequences that are far from the training data. These results highlight the potential of deep learning to ...