A quantum generative adversarial network for distributions

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Abstract

Recent advances in Quantum Computing have shown that, despite the absence of a fault-tolerant quantum computer so far, quantum techniques are providing exponential advantage over their classical counterparts. We develop a fully connected Quantum Generative Adversarial network and show how it can be applied in Mathematical Finance, with a particular focus on volatility modelling.

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Assouel, A., Jacquier, A., & Kondratyev, A. (2022). A quantum generative adversarial network for distributions. Quantum Machine Intelligence, 4(2). https://doi.org/10.1007/s42484-022-00083-z

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