Linear-Scaling Kernels for Protein Sequences and Small Molecules Outperform Deep Learning While Providing Uncertainty Quantitation and Improved Interpretability

Author:

Parkinson JonathanORCID,Wang Wei

Funder

National Institutes of Health

Publisher

American Chemical Society (ACS)

Subject

Library and Information Sciences,Computer Science Applications,General Chemical Engineering,General Chemistry

Reference61 articles.

1. Methods in Molecular Biology;Lutz S.,2018

2. Data-driven computational protein design

3. ECNet is an evolutionary context-integrated deep learning framework for protein engineering

4. Notin, P.; Dias, M.; Frazer, J.; Marchena-Hurtado, J.; Gomez, A.; Marks, D. S.; Gal, Y. Tranception: Protein Fitness Prediction with Autoregressive Transformers and Inference-Time Retrieval. 2022. arXiv:2205.13760. arXiv.org e-Print archive. https://arxiv.org/abs/2205.13760.

5. Machine-learning-guided directed evolution for protein engineering

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