26 citations · 67 across the 4 of their papers we have counts for
6 papers
Free energy-based reinforcement learning using a quantum processor
Anna Levit, Daniel Crawford, Navid Ghadermarzy +3
Recent theoretical and experimental results suggest the possibility of using current and near-future quantum hardware in challenging sampling tasks. In this paper, we introduce fre…
Reinforcement Learning Using Quantum Boltzmann Machines
Daniel Crawford, Anna Levit, Navid Ghadermarzy +2
We investigate whether quantum annealers with select chip layouts can outperform classical computers in reinforcement learning tasks. We associate a transverse field Ising spin Ham…
Improved asymptotic estimates for the contact process with stirring
Anna Levit, Daniel Valesin
We study the contact process with stirring on . In this process, particles occupy vertices of ; each particle dies with rate 1 and generates a new parti…
Component sizes for large quantum erdos renyi graph near criticality
Amir Dembo, Anna Levit, Sreekar Vadlamani
The vertices of a quantum random graph are each a circle independently punctured at Poisson points of arrivals, with parallel connections derived through for each pair of these…
Ground states for mean field models with a transverse component
Dmitry Ioffe, Anna Levit
We investigate global logarithmic asymptotics of ground states for a family of quantum mean field models. Our approach is based on a stochastic representation and a combination of…
The Phase Diagram of the Quantum Curie-Weiss Model
Lincoln Chayes, Nicholas Crawford, Dmitry Ioffe +1
This paper studies a generalization of the Curie-Weiss model (the Ising model on a complete graph) to quantum mechanics. Using a natural probabilistic representation of this model,…