74 citations
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Showing 2023Show all
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cs.LG2023★ 1 cited
Noise Balance and Stationary Distribution of Stochastic Gradient Descent
Liu Ziyin, Hongchao Li, Masahito Ueda
The stochastic gradient descent (SGD) algorithm is the algorithm we use to train neural networks. However, it remains poorly understood how the SGD navigates the highly nonlinear a…
quant-ph2023★ 10 cited
Effective implementation of -Regularised Compressed Sensing with Chaotic-Amplitude-Controlled Coherent Ising Machines
Mastiyage Don Sudeera Hasaranga Gunathilaka, Satoshi Kako, Yoshitaka Inui +4
Coherent Ising Machine (CIM) is a network of optical parametric oscillators that can solve large-scale combinatorial optimisation problems by finding the ground state of an Ising H…