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Domani Capital @AdaptToReality
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#Quantum Generative Adversarial Networks



Discriminator DLNN
Generator DLNN
Jenson-Shannon Divergence
Convex Optimization ?



Quantum generative adversarial learning

#SethLloyd & #ChristianWeedbrook

when the data consists of samples of measurements made on high-dimensional spaces, quantum adversarial networks may exhibit an exponential advantage over classical adversarial networks
Training GANs is equivalent to finding the #NashEquilibrium of a two-player game

the expectation value of each gradient is evaluated from #ensemble averaging; it may also be possible to use #Bayesian methods to update the parameters
Quantum generative adversarial networks

Pierre-Luc Dallaire-Demers∗ and Nathan Killoran…
Possible Application in Quantum Computing based Code Breaking

a large enough QuGAN could learn to generate encrypted data labeled
by RSA public encryption key since quantum computers have the capacity to perform Shor factoring

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