2 citations · 2 across the 1 of their papers we have counts for
4 papers
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…
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…
Biology is a constructive physics
S. V. Kozyrev
Yuri Manin's approach to Zipf's law (Kolmogorov complexity as energy) is applied to investigation of biological evolution. Model of constructive statistical mechanics where complex…
Dark states in quantum photosynthesis
S. V. Kozyrev, I. V. Volovich
We discuss a model of quantum photosynthesis with degeneracy in the light-harvesting system. We consider interaction of excitons in chromophores with light and phonons (vibrations…