3 papers
cond-mat.stat-mech2026
Discovering quasiorder parameters in the Potts model: A bridge between machine learning and critical phenomena
Yi-Lun Du, Nan Su, Konrad Tywoniuk
Machine-learning (ML) models trained on Ising spin configurations have demonstrated surprising effectiveness in classifying phases of Potts models, even when processing severely re…
math.OC2024
Community detection by simulated bifurcation
Wei Li, Yi-Lun Du, Nan Su +3
Community detection, also known as graph partitioning, is a well-known NP-hard combinatorial optimization problem with applications in diverse fields such as complex network theory…
hep-th2024
Spectral sum rules and phase transition in strongly coupled QCD
Yi-Lun Du, Nan Su, Konrad Tywoniuk
By incorporating contributions from both the (chromo)electric scale and (chromo)magnetic scale , we establish spectral sum rules of quarks for strongly coupled QCD that…