DICE recovers the vector field driving population-level dynamics from unpaired time marginals through a discrete inverse continuity equation, with a unique minimizer and a first-order time-discretization error.
A computational fluid mechanics solution to the Monge - Kantorovich mass transfer problem
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DICE: Discrete inverse continuity equation for learning population dynamics
DICE recovers the vector field driving population-level dynamics from unpaired time marginals through a discrete inverse continuity equation, with a unique minimizer and a first-order time-discretization error.