196 citations · 321 across the 7 of their papers we have counts for
3 papers · 1 filter
Optimization of neural networks via finite-value quantum fluctuations
Masayuki Ohzeki, Shuntaro Okada, Masayoshi Terabe +1
We numerically test an optimization method for deep neural networks (DNNs) using quantum fluctuations inspired by quantum annealing. For efficient optimization, our method utilizes…
Statistical-mechanical analysis of compressed sensing for Hamiltonian estimation of Ising spin glass
Chako Takahashi, Masayuki Ohzeki, Shuntaro Okada +3
Several powerful machines, such as the D-Wave 2000Q, dedicated to solving combinatorial optimization problems through the Ising-model formulation have been developed. To input prob…
Difference between quantum annealing by imaginary-time and real-time Schrödinger equation of Grover's search
Shuntaro Okada, Masayuki Ohzeki, Kazuyuki Tanaka
We confirmed the annealing time of Grover's search which is required to obtain desired success probability for quantum annealing by the imaginary-time and the real-time Schrödinger…