29 citations · 31 across the 2 of their papers we have counts for
3 papers
Variational autoencoder reconstruction of complex many-body physics
I. Luchnikov, A. Ryzhov, P. -J. C. Stas +2
Given the notably increasing complexity of mathematical models to study realistic systems and their coupling to their environment that constrains their dynamics, both analytical ap…
Machine learning non-Markovian quantum dynamics
I. A. Luchnikov, S. V. Vintskevich, D. A. Grigoriev +1
Machine learning methods have proved to be useful for the recognition of patterns in statistical data. The measurement outcomes are intrinsically random in quantum physics, however…
Dimension truncation for open quantum systems in terms of tensor networks
I. A. Luchnikov, S. V. Vintskevich, S. N. Filippov
We present novel and simple estimation of a minimal dimension required for an effective reservoir in open quantum systems. Using a tensor network formalism we introduce a new objec…