D³-Subsidy is a prefix-conditioned diffusion model plus Lagrangian mapping that generates city-level subsidy plans from historical data and maps them to per-order incentives while respecting rate caps.
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D$^3$-Subsidy: Online and Sequential Driver Subsidy Decision-Making for Large-Scale Ride-Hailing Market
D³-Subsidy is a prefix-conditioned diffusion model plus Lagrangian mapping that generates city-level subsidy plans from historical data and maps them to per-order incentives while respecting rate caps.