Author

Michal Kobiela

University of EdinburghORCID 0009-0004-9308-1993Unclaimed ORCID profile · follow to get notified of new preprints

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Synthetic Biology· 1

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Approach:Bayesian inference· 1 Approach:optimal transport· 1

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Diego A. OyarzúniD· 1 shared Michael U. GutmanniD· 1 shared

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2026-2026 · peak 1/yr

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1 shared paperSynthetic Biology

Diego A. OyarzúnORCID

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Synthetic BiologyCell SystemsPeer-reviewedJan 1, 2026

Risk-averse optimization of genetic circuits under uncertainty

Michal Kobiela, Diego A. Oyarzún, Michael U. Gutmann

This paper develops a risk-averse optimization framework combining Bayesian inference and Thompson sampling to design robust genetic circuits despite model inaccuracies and parameter uncertainty.

DOI 10.1016/j.cels.2025.101476

Bayesian inferenceoptimal transport

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