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Data Science in Physics, School of Natural Sciences, James-Franck-Stra脽e 1, 85748 Garching, Germany, Munich Center for Machine Learning (MCML), Munich, Germany
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Turns out, you *can* differentiate through the Gillespie algorithm: machine learning gradient estimators unlock parameter inference in stochastic kinetic models where traditional methods fail.