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by @danabra.mov
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New paper about zero-shot predictions of mutational effects. There's a lot of misunderstanding about what such predictions can and cannot do. In brief, they're good at identifying deleterious mutations but bad at predicting fitness improvements. 1/ www.biorxiv.org/content/10.6...
www.biorxiv.org
Deep learning models have emerged as promising tools for navigating mutational landscapes in protein engineering. These models can be used to predict mutation fitness without the need for task-specifi...
Overestimating zero-shot fitness prediction: Broad benchmarks mask local failures and practical limitations
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Claus Wilke