3 papers
math.CO2024
Reinforcement Learning the Chromatic Symmetric Function
Gergely Bérczi, Jonas Klüver
We propose a conjectural counting formula for the coefficients of the chromatic symmetric function of unit interval graphs using reinforcement learning. The formula counts specific…
math.ST2023
Complete collineations for maximum likelihood estimation
Gergely Bérczi, Eloise Hamilton, Philipp Reichenbach +1
We import the algebro-geometric notion of a complete collineation into the study of maximum likelihood estimation in directed Gaussian graphical models. A complete collineation pro…
cs.LG2023
An ML approach to resolution of singularities
Gergely Bérczi, Honglu Fan, Mingcong Zeng
The solution set of a system of polynomial equations typically contains ill-behaved, singular points. Resolution is a fundamental process in geometry in which we replace singular p…