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quant-ph2023★ 4 cited
State Classification via a Random-Walk-Based Quantum Neural Network
Lu-Ji Wang, Jia-Yi Lin, Shengjun Wu
In quantum information technology, crucial information is regularly encoded in different quantum states. To extract information, the identification of one state from the others is…
quant-ph2021★ 11 cited
Implementation of quantum stochastic walks for function approximation, two-dimensional data classification, and sequence classification
Lu-Ji Wang, Jia-Yi Lin, Shengjun Wu
We study a quantum stochastic neural network (QSNN) based on quantum stochastic walks on a graph, and use gradient descent to update the network parameters. We apply a toy model of…