Search Results for author: Man-Hong Yung

Found 7 papers, 1 papers with code

Variational Quantum Circuits Enhanced Generative Adversarial Network

no code implementations2 Feb 2024 Runqiu Shu, Xusheng Xu, Man-Hong Yung, Wei Cui

Generative adversarial network (GAN) is one of the widely-adopted machine-learning frameworks for a wide range of applications such as generating high-quality images, video, and audio contents.

Benchmarking Generative Adversarial Network +1

Quantum-Inspired Machine Learning for Molecular Docking

no code implementations22 Jan 2024 Runqiu Shu, Bowen Liu, Zhaoping Xiong, Xiaopeng Cui, Yunting Li, Wei Cui, Man-Hong Yung, Nan Qiao

Traditional docking by searching for possible binding sites and conformations is computationally complex and results poorly under blind docking.

Blind Docking Combinatorial Optimization

Low-Depth Optical Neural Networks

no code implementations3 Apr 2019 Xiao-Ming Zhang, Man-Hong Yung

Optical neural network (ONN) is emerging as an attractive proposal for machine-learning applications, enabling high-speed computation with low-energy consumption.

Quantum Speedup in Adaptive Boosting of Binary Classification

no code implementations3 Feb 2019 Ximing Wang, Yue-Chi Ma, Min-Hsiu Hsieh, Man-Hong Yung

Here we propose a quantum extension of AdaBoost, demonstrating a quantum algorithm that can output the optimal strong classifier with a quadratic speedup in the number of queries of the weak classifiers.

BIG-bench Machine Learning Binary Classification +3

Transforming Bell's Inequalities into State Classifiers with Machine Learning

no code implementations2 May 2017 Yue-Chi Ma, Man-Hong Yung

These results demonstrate how the tools in machine learning can be applied to solving problems in quantum information science.

BIG-bench Machine Learning Quantum State Tomography

A variational eigenvalue solver on a quantum processor

no code implementations10 Apr 2013 Alberto Peruzzo, Jarrod McClean, Peter Shadbolt, Man-Hong Yung, Xiao-Qi Zhou, Peter J. Love, Alán Aspuru-Guzik, Jeremy L. O'Brien

Quantum computers promise to efficiently solve important problems that are intractable on a conventional computer.

Quantum Physics Chemical Physics

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