Showing 2025Show all
2 papers · 1 filter
quant-ph2025
PALQO: Physics-informed Model for Accelerating Large-scale Quantum Optimization
Yiming Huang, Yajie Hao, Jing Zhou +3
Variational quantum algorithms (VQAs) are leading strategies to reach practical utilities of near-term quantum devices. However, the no-cloning theorem in quantum mechanics preclud…
nucl-th2025
Validation and extrapolation of atomic mass with physics-informed fully connected neural network
Yiming Huang, Jinhui Chen, Jiangyong Jia +3
Machine learning offers a powerful framework for validating and predicting atomic mass. We compare three improved neural network methods for representation and extrapolation for at…