3 papers
hep-lat2026
Detecting Multiple Phase Transitions in Lattice Systems with Intrinsic Dimensions
Jie Mei, Tetsuo Hatsuda, Mei Huang +1
Lattice systems with multiple nearby transitions pose two related challenges: resolving distinct transition scales and identifying the degrees of freedom primarily associated with…
hep-lat2025
HoloNet: Toward a Unified Einstein-Maxwell-Dilaton Framework of QCD
Hong-An Zeng, Lingxiao Wang, Mei Huang
We propose HoloNet, a neural-network framework that unifies lattice QCD(LQCD) thermodynamics and holographic Einstein-Maxwell-Dilaton (EMD) theory within a data-to-holography pipel…
hep-ph2025
Neural network extraction of chromo-electric and chromo-magnetic gluon masses
Jie Mei, Lingxiao Wang, Mei Huang
We present a neural network-based quasi-particle model to separate the contributions of chromo-electric and chromo-magnetic gluons. Using dual residual networks, we extract tempera…