2 citations · 3 across the 2 of their papers we have counts for
3 papers
cs.NE2025
Predator-Prey Model: Driven Hunt for Accelerated Grokking
I. A. Lopatin, S. V. Kozyrev, A. N. Pechen
A machine learning method is proposed using two agents that simulate the biological behavior of a predator and a prey. In this method, the predator and the prey interact with each…
math-ph2025★ 1 cited
Weak coupling limit for quantum systems with unbounded weakly commuting system operators
Ilya Lopatin, Alexander Pechen
This work is devoted to a rigorous analysis of the weak coupling limit (WCL) for the reduced dynamics of an open infinite-dimensional quantum system interacting with electromagneti…
cs.LG2024★ 2 cited
Control of Overfitting with Physics
Sergei V. Kozyrev, Ilya A Lopatin, Alexander N Pechen
While there are many works on the applications of machine learning, not so many of them are trying to understand the theoretical justifications to explain their efficiency. In this…