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2026 1

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INDEQS: Informed Neural controlled Differential EQuationS

cs.LG · 2026-06-17 · unverdicted · novelty 6.0

INDEQS is a graph-informed NCDE variant that separates inner hidden-state mixing from outer vector-field mixing and reports lower MAE than uninformed NCDEs on synthetic advection data and real river/traffic tasks when the graph is known.

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  • INDEQS: Informed Neural controlled Differential EQuationS cs.LG · 2026-06-17 · unverdicted · none · ref 26

    INDEQS is a graph-informed NCDE variant that separates inner hidden-state mixing from outer vector-field mixing and reports lower MAE than uninformed NCDEs on synthetic advection data and real river/traffic tasks when the graph is known.