A DQN-guided controller selectively invokes quantum sampling within ALNS repair for constrained VRP, finding quantum repair admissible in ~16% of states but beneficial in 29/36 matched-budget settings.
The travelling salesperson problem and the challenges of near-term quantum advantage,
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RL-Guided Quantum-ALNS for Constrained VRP
A DQN-guided controller selectively invokes quantum sampling within ALNS repair for constrained VRP, finding quantum repair admissible in ~16% of states but beneficial in 29/36 matched-budget settings.