Search Results for author: Ya-Dong Wu

Found 5 papers, 0 papers with code

Learning quantum properties from short-range correlations using multi-task networks

no code implementations18 Oct 2023 Ya-Dong Wu, Yan Zhu, Yuexuan Wang, Giulio Chiribella

Through numerical experiments, we show that multi-task learning can be applied to sufficiently regular states to predict global properties, like string order parameters, from the observation of short-range correlations, and to distinguish between quantum phases that cannot be distinguished by single-task networks.

Multi-Task Learning

Quantum Similarity Testing with Convolutional Neural Networks

no code implementations3 Nov 2022 Ya-Dong Wu, Yan Zhu, Ge Bai, Yuexuan Wang, Giulio Chiribella

The task of testing whether two uncharacterized quantum devices behave in the same way is crucial for benchmarking near-term quantum computers and quantum simulators, but has so far remained open for continuous-variable quantum systems.

Benchmarking

Flexible learning of quantum states with generative query neural networks

no code implementations14 Feb 2022 Yan Zhu, Ya-Dong Wu, Ge Bai, Dong-Sheng Wang, Yuexuan Wang, Giulio Chiribella

Existing networks are typically trained with experimental data gathered from the specific quantum state that needs to be characterized.

Efficient verification of continuous-variable quantum states and devices without assuming identical and independent operations

no code implementations7 Dec 2020 Ya-Dong Wu, Ge Bai, Giulio Chiribella, Nana Liu

To successfully demonstrate these protocols, an essential step is the certification of multimode continuous-variable quantum states and quantum devices.

Quantum Physics

Multiple uncertainty relation for accelerated quantum information

no code implementations21 Apr 2020 Chen Qian, Ya-Dong Wu, Jia-Wei Ji, Yunlong Xiao, Barry C. Sanders

The uncertainty principle, first introduced by Heisenberg in inertial frames, clearly distinguishes quantum theories from classical mechanics.

Quantum Physics General Relativity and Quantum Cosmology

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