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INCs can outperform traditional dynamic controllers, achieving lower costs in challenging control scenarios while ensuring mathematical rigor in their design.
Achieve a \$1.22M profit in city-scale EV ride-hailing by combining semi-Markov RL with a feasibility-guaranteed MILP projection, outperforming strong baselines and eliminating feeder-limit violations.