2 papers
cond-mat.dis-nn2026
Machine Learning Topological Order from Defect Partition Functions
Kazem Bitaghsir Fadafan, Wei Cui, Babak Haghighat +1
We introduce a machine learning framework for extracting Ising topological order from defect partition functions of the two-dimensional Ising model on a torus. Restricted Boltzmann…
hep-th2025
Deep Learning based discovery of Integrable Systems
Shailesh Lal, Suvajit Majumder, Evgeny Sobko
We introduce a novel machine learning based framework for discovering integrable models. Our approach first employs a synchronized ensemble of neural networks to find high-precisio…