3 papers
cs.LG2026
Laws of Learning Dynamics and the Core of Learners
Inkee Jung, Siu Cheong Lau
We formulate the fundamental laws governing learning dynamics, namely the conservation law and the decrease of total entropy. Within this framework, we introduce an entropy-based l…
math.DG2025
A logifold structure on measure space
Inkee Jung, Siu-Cheong Lau
In this paper,we develop a local-to-global and measure-theoretical approach to understand datasets. The idea is to take network models with restricted domains as local charts of da…
cs.LG2024
Logifold: A Geometrical Foundation of Ensemble Machine Learning
Inkee Jung, Siu-Cheong Lau
We present a local-to-global and measure-theoretical approach to understanding datasets. The core idea is to formulate a logifold structure and to interpret network models with res…