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Low-depth mechanisms for quantum optimization,

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quant-ph 1

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2026 1

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CONDITIONAL 1

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RL-Guided Quantum-ALNS for Constrained VRP

quant-ph · 2026-07-08 · conditional · novelty 6.0

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.

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  • RL-Guided Quantum-ALNS for Constrained VRP quant-ph · 2026-07-08 · conditional · none · ref 15

    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.