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On learning functions over biological sequence space: relating Gaussian process priors, regularization, and gauge fixing.

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Title: On learning functions over biological sequence space: relating Gaussian process priors, regularization, and gauge fixing.
Authors: Petti S; Department of Mathematics, Tufts University, Medford, MA, 02155., Martí-Gómez C; Simons Center for Quantitative Biology, Cold Spring Harbor Laboratory, Cold Spring Harbor, NY, 11724., Kinney JB; Simons Center for Quantitative Biology, Cold Spring Harbor Laboratory, Cold Spring Harbor, NY, 11724., Zhou J; Department of Biology, University of Florida, Gainesville, FL, 32611., McCandlish DM; Simons Center for Quantitative Biology, Cold Spring Harbor Laboratory, Cold Spring Harbor, NY, 11724.
Source: BioRxiv : the preprint server for biology [bioRxiv] 2025 Aug 02. Date of Electronic Publication: 2025 Aug 02.
Publication Type: Journal Article; Preprint
Journal Info: Country of Publication: United States NLM ID: 101680187 Publication Model: Electronic Cited Medium: Internet ISSN: 2692-8205 (Electronic) Linking ISSN: 26928205 NLM ISO Abbreviation: bioRxiv Subsets: PubMed not MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Petti+S%22">Petti S</searchLink>; Department of Mathematics, Tufts University, Medford, MA, 02155.<br /><searchLink fieldCode="AU" term="%22Martí-Gómez+C%22">Martí-Gómez C</searchLink>; Simons Center for Quantitative Biology, Cold Spring Harbor Laboratory, Cold Spring Harbor, NY, 11724.<br /><searchLink fieldCode="AU" term="%22Kinney+JB%22">Kinney JB</searchLink>; Simons Center for Quantitative Biology, Cold Spring Harbor Laboratory, Cold Spring Harbor, NY, 11724.<br /><searchLink fieldCode="AU" term="%22Zhou+J%22">Zhou J</searchLink>; Department of Biology, University of Florida, Gainesville, FL, 32611.<br /><searchLink fieldCode="AU" term="%22McCandlish+DM%22">McCandlish DM</searchLink>; Simons Center for Quantitative Biology, Cold Spring Harbor Laboratory, Cold Spring Harbor, NY, 11724.
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        Value: 10.1101/2025.04.26.650699
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              Text: 2025 Aug 02
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