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q-bio.MN2025
Interpretable Neural Approximation of Stochastic Reaction Dynamics with Guaranteed Reliability
Quentin Badolle, Arthur Theuer, Zhou Fang +2
Stochastic Reaction Networks (SRNs) are a fundamental modeling framework for systems ranging from chemical kinetics and epidemiology to ecological and synthetic biological processe…
q-bio.MN2025
A Spectral Koopman Approximation Framework for Stochastic Reaction Networks
Ankit Gupta, Mustafa Khammash
Stochastic reaction networks (SRNs) are a general class of continuous-time Markov jump processes used to model a wide range of systems, including biochemical dynamics in single cel…