3 papers
cs.LG2026
Identification of Bivariate Causal Directionality Based on Anticipated Asymmetric Geometries
Alex Glushkovsky
Identification of causal directionality in bivariate numerical data is a fundamental research problem with important practical implications. This paper presents two alternative met…
cs.LG2025
Dual Signal Decomposition of Stochastic Time Series
Alex Glushkovsky
The decomposition of a stochastic time series into three component series representing a dual signal - namely, the mean and dispersion - while isolating noise is presented. The dec…
cs.LG2025
AI Discovering a Coordinate System of Chemical Elements: Dual Representation by Variational Autoencoders
Alex Glushkovsky
The periodic table is a fundamental representation of chemical elements that plays essential theoretical and practical roles. The research article discusses the experiences of unsu…