3 papers
quant-ph2026
Hierarchy of discriminative power and complexity in learning quantum ensembles
Jian Yao, Pengtao Li, Xiaohui Chen +1
Distance metrics are central to machine learning, yet distances between ensembles of quantum states remain poorly understood due to fundamental quantum measurement constraints. We…
quant-ph2025
HQFNN: A Compact Quantum-Fuzzy Neural Network for Accurate Image Classification
Jianhong Yao, Yangming Guo
Deep learning vision systems excel at pattern recognition yet falter when inputs are noisy or the model must explain its own confidence. Fuzzy inference, with its graded membership…
quant-ph2024
ShadowGPT: Learning to Solve Quantum Many-Body Problems from Randomized Measurements
Jian Yao, Yi-Zhuang You
We propose ShadowGPT, a novel approach for solving quantum many-body problems by learning from randomized measurement data collected from quantum experiments. The model is a genera…