98 citations · 305 across the 21 of their papers we have counts for
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Artificial intelligence for representing and characterizing quantum systems
Yuxuan Du, Yan Zhu, Yuan-Hang Zhang +8
Efficient characterization of large-scale quantum systems, especially those produced by quantum analog simulators and megaquop quantum computers, poses a central challenge in quant…
Transformer Quantum State: A Multi-Purpose Model for Quantum Many-Body Problems
Yuan-Hang Zhang, Massimiliano Di Ventra
Inspired by the advancements in large language models based on transformers, we introduce the transformer quantum state (TQS): a versatile machine learning model for quantum many-b…
Efficient Quantum State Tomography with Mode-assisted Training
Yuan-Hang Zhang, Massimiliano Di Ventra
Neural networks (NNs) representing quantum states are typically trained using Markov chain Monte Carlo based methods. However, unless specifically designed, such samplers only cons…
Topological Quantum Compiling with Reinforcement Learning
Yuan-Hang Zhang, Pei-Lin Zheng, Yi Zhang +1
Quantum compiling, a process that decomposes the quantum algorithm into a series of hardware-compatible commands or elementary gates, is of fundamental importance for quantum compu…
Building quantum neural networks based on swap test
Jian Zhao, Yuan-Hang Zhang, Chang-Peng Shao +3
Artificial neural network, consisting of many neurons in different layers, is an important method to simulate humain brain. Usually, one neuron has two operations: one is linear, t…
An Efficient Algorithmic Way to Construct Boltzmann Machine Representations for Arbitrary Stabilizer Code
Yuan-Hang Zhang, Zhian Jia, Yu-Chun Wu +1
Restricted Boltzmann machines (RBMs) have demonstrated considerable success as variational quantum states; however, their representational power remains incompletely understood. In…
Efficient Machine Learning Representations of Surface Code with Boundaries, Defects, Domain Walls and Twists
Zhih-Ahn Jia, Yuan-Hang Zhang, Yu-Chun Wu +3
Machine learning representations of many-body quantum states have recently been introduced as an ansatz to describe the ground states and unitary evolutions of many-body quantum sy…