Gradient-based optimization of exact stochastic kinetic models

arXiv:2601.14183v2 Announce Type: replace Abstract: Stochastic kinetic models describe systems across biology, chemistry, and physics where discrete events and small populations render deterministic approximations inadequate. Parameter inference and inverse design in these sys...

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