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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…
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…