159 citations · 1.4k across the 58 of their papers we have counts for
58 papers
Self-Supervised Ensemble Learning: A Universal Method for Phase Transition Classification of Many-Body Systems
Chi-Ting Ho, Daw-Wei Wang
We develop a self-supervised ensemble learning (SSEL) method to accurately classify distinct types of phase transitions by analyzing the fluctuation properties of machine learning…
Determine the Core Structure and Nuclear Equation of State of Rotating Core-Collapse Supernovae with Gravitational Waves by Convolutional Neural Networks
Yang-Sheng Chao, Chen-Zhi Su, Ting-Yuan Chen +2
Detecting gravitational waves from a nearby core-collapse supernova would place meaningful constraints on the supernova engine and nuclear equation of state. Here we use Convolutio…
2D Gapless Topological Superfluids Generated by Pairing Phases
Jiapei Zhuang, Ching-Yu Huang, Po-Yao Chang +1
We systematically investigate the ground state phase diagram and the finite temperature phase transitions for a Rydberg-dressed Fermi gas loaded in a bilayer optical lattice. When…
Two-dimensional Paired Topological Superfluids of Rydberg Fermi Gases
Ching-Yu Huang, Jiapei Zhuang, Po-Yao Chang +1
We systematically investigate the topological properties of spin polarized Rydberg-dressed fermionic atoms loaded in a bilayer optical lattice. Through tuning the Rydberg coupling…
Robust Identification of Topological Phase Transition by Self-Supervised Machine Learning Approach
Chi-Ting Ho, Daw-Wei Wang
We propose a systematic methodology to identify the topological phase transition through a self-supervised machine learning model, which is trained to correlate system parameters t…
General Mechanism of Evolution Shared by Proteins and Words
Li-Min Wang, Hsing-Yi Lai, Sun-Ting Tsai +7
Complex systems, such as life and languages, are governed by principles of evolution. The analogy and comparison between biology and linguistics\cite{alphafold2, RoseTTAFold, lang_…