327 citations · 1.2k across the 57 of their papers we have counts for
4 papers · 1 filter
Learning of Statistical Field Theories
Shreya Shukla, Abhijith Jayakumar, Andrey Y. Lokhov
Recovering microscopic couplings directly from data provides a route to solving the inverse problem in statistical field theories, one that complements the traditional-often comput…
Optimal structure and parameter learning of Ising models
Andrey Y. Lokhov, Marc Vuffray, Sidhant Misra +1
Reconstruction of structure and parameters of an Ising model from binary samples is a problem of practical importance in a variety of disciplines, ranging from statistical physics…
Topological transition in disordered planar matching: combinatorial arcs expansion
Andrey Y. Lokhov, Olga V. Valba, Sergei K. Nechaev +1
In this paper, we investigate analytically the properties of the disordered Bernoulli model of planar matching. This model is characterized by a topological phase transition, yield…
New phase transition in random planar diagrams and RNA-type matching
Andrey Y. Lokhov, Sergei K. Nechaev, Mikhail V. Tamm +1
We study the planar matching problem, defined by a symmetric random matrix with independent identically distributed entries, taking values 0 and 1. We show that the existence of a…