CMS, which progressively merges multiple-shooting windows until the single-shooting objective is recovered, improves convergence and generalization for NODE, UDE, and mechanistic ODE training across twelve benchmarks.
Bessler, and Rainer Gasper
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Curriculum Multiple Shooting for Robust Training of Neural and Universal Differential Equations
CMS, which progressively merges multiple-shooting windows until the single-shooting objective is recovered, improves convergence and generalization for NODE, UDE, and mechanistic ODE training across twelve benchmarks.