A new paper proposes a route recommendation framework to mitigate congestion in traffic management systems.The framework takes into account partial driver compliance, which is often observed in reality.The approach involves computing an optimal flow, training a compliance model, and formulating a stochastic optimization problem.Simulations on a grid network show that the proposed approach reduces travel time compared to baseline strategies.