Self-Regulated Thermodynamic RBM (SR-TRBM)
Abstract
Initial public release of the Self-Regulated Thermodynamic RBM (SR-TRBM). This version corresponds to the first arXiv submission of: G. C. Süleymanoğlu (2026). Controlled Thermal Non-Equilibrium Training of Restricted Boltzmann Machines. Includes: Endogenous temperature control Micro–macro thermodynamic regulation Persistent Contrastive Divergence (PCD-20) AIS-based partition estimation Full experimental protocol All experiments reported in the paper are reproducible using this release.
Fields of Study & Subjects
Neural Networks and Applications
Advanced Thermodynamics and Statistical Mechanics
Stochastic Gradient Optimization Techniques
Publication details
- Journal / source
- Zenodo (CERN European Organization for Nuclear Research)
- Publication date
- 26 February 2026
- Language
- EN