de en es fr nl pl pt sv zh

statistical ensemble

Inducing time-asymmetry on reversible classical statistical mechanics via Interventional Thermodynamic Ensembles (ITEs).

msuzen

Preamble Probably, one of the most fundamental issue in classical statistical mechanics is extending reversible dynamics to many-particle systems that behaves irreversibly. In other words, how time's arrow appears even though constituted systems evolves in reversible dynamics. This is the main...

thermodynamics causality statistical physics dynamical systems statistical ensemble causal inference

Conjugacy and Equivalence for Deep Neural Networks: Architecture compression to selection

msuzen

Preamble A recently shown phenomenon can classify deep learning architectures with only using the knowledge gained by trained weights [suezen20a]. The classification produces a measure of equivalence between two trained neural network and astonishingly captures a family of closely related...

learning machine learning deep learning random matrix theory statistical ensemble conjugate matrix ensembles supervised