Abstract: Highlights•A novel data-driven semi-Lagrangian finite volume scheme for transport equations.•Exact mass conservation at the discrete level.•Superior performance in resolving sharp shock transitions.•Allowing for larger CFL numbers compared to the Eulerian counterpart.
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