no code implementations • 8 Mar 2021 • Yusuke Nomura, Nobuyuki Yoshioka, Franco Nori
We develop two cutting-edge approaches to construct deep neural networks representing the purified finite-temperature states of quantum many-body systems.
Strongly Correlated Electrons Disordered Systems and Neural Networks Statistical Mechanics Quantum Physics
no code implementations • 18 Sep 2017 • Nobuyuki Yoshioka, Yutaka Akagi, Hosho Katsura
By using this, we classify the phases by the artificial neural network that learned the quasiparticle distribution in the clean limit, and show that the result is totally consistent with the calculation by the transfer matrix method or noncommutative geometry approach.
