Asymmetric quantum decision-making
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Abstract (arXiv)
Collective decision-making is crucial to information and communication systems. Decision conflicts among agents hinder the maximization of potential utilities of the entire system. Quantum processes can realize conflict-free joint decisions among two agents using the entanglement of photons or quantum interference of orbital angular momentum (OAM). However, previous studies have always presented symmetric resultant joint decisions. Although this property helps maintain and preserve equality, it cannot resolve disparities. Global challenges, such as ethics and equity, are recognized in the field of responsible artificial intelligence as responsible research and innovation paradigm. Thus, decision-making systems must not only preserve existing equality but also tackle disparities. This study theoretically and numerically investigates asymmetric collective decision-making using quantum interference of photons carrying OAM or entangled photons. Although asymmetry is successfully realized, a photon loss is inevitable in the proposed models. The available range of asymmetry and method for obtaining the desired degree of asymmetry are analytically formulated.
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References · 6
- 2019Explainable Artificial Intelligence (XAI): Concepts, Taxonomies, Opportunities and Challenges toward Responsible AIcited by 1,552
- 2018Universal Quantum Control through Deep Reinforcement Learningcited by 44
- 2019Photonic architecture for reinforcement learningcited by 8
- 2018Entangled-photon decision makercited by 6
- 2021Conflict-free collective stochastic decision making by orbital angular momentum of photons through quantum interferencecited by 5
- 2022Conflict-free joint sampling for preference satisfaction through quantum interferencecited by 2
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