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Looking for papers: emergency transportation/dispatch optimization using quantum + multi-agent RL (QMARL)

Reddit r/QuantumComputing (RSS)
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⚡ Quantum Brief
A graduate researcher is seeking papers on Quantum Multi-Agent Reinforcement Learning (QMARL) applied to emergency transportation, including ambulance routing and dynamic fleet management, for their thesis project. The focus is on integrating quantum techniques—such as variational circuits and hybrid models—into multi-agent RL frameworks to solve decentralized, stochastic decision-making challenges in emergency logistics. No existing research directly applies QMARL to emergency dispatch, prompting the call for relevant studies, preprints, or surveys in adjacent domains like complex coordination or routing problems. The request highlights a gap in quantum-enhanced solutions for real-world, time-sensitive scenarios where classical methods may fall short in scalability or efficiency. Adjacent applications of QMARL in logistics, traffic optimization, or disaster response could provide transferable insights for emergency transportation systems.
Looking for papers: emergency transportation/dispatch optimization using quantum + multi-agent RL (QMARL)

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Hi everyone, I’m currently working on my thesis and I’m specifically looking for research papers or resources on solving emergency transportation or emergency dispatch problems (such as ambulance routing, dynamic fleet management, or emergency logistics) using Quantum Multi-Agent Reinforcement Learning (QMARL). My focus is on integrating quantum computing techniques (e.g., variational quantum circuits, quantum-enhanced policy/value functions, hybrid quantum-classical models) within a multi-agent RL framework to handle dynamic, stochastic, and decentralized decision-making settings. Despite extensive searching, I haven’t found work directly applying QMARL to emergency transportation scenarios. If anyone is aware of relevant papers, preprints, surveys, related applications, or even adjacent domains where QMARL has been applied to complex coordination or routing problems, I would greatly appreciate your guidance. submitted by /u/Standard_Birthday_15 [link] [comments]

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quantum-machine-learning
quantum-optimization
quantum-computing

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Source: Reddit r/QuantumComputing (RSS)