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20202023
most citedBalanced Semi-Supervised Generative Adversarial Network for Damage Assessment from Low-Data Imbalanced-Class Regime

101 citations · 142 across the 7 of their papers we have counts for

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quant-ph2023

NFNet: Non-interacting Fermion Network for Efficient Simulation of Large-scale Quantum Systems

Pengyuan Zhai, Susanne Yelin

We present NFNet, a PyTorch-based framework for polynomial-time simulation of large-scale, continuously controlled quantum systems, supporting parallel matrix computation and auto-…

quant-ph2022

Are Quantum Circuits Better than Neural Networks at Learning Multi-dimensional Discrete Data? An Investigation into Practical Quantum Circuit Generative Models

Pengyuan Zhai

Are multi-layer parameterized quantum circuits (MPQCs) more expressive than classical neural networks (NNs)? How, why, and in what aspects? In this work, we survey and develop intu…

quant-ph2022

Sample-efficient Quantum Born Machine through Coding Rate Reduction

Pengyuan Zhai

The quantum circuit Born machine (QCBM) is a quantum physics inspired implicit generative model naturally suitable for learning binary images, with a potential advantage of modelin…