Search Results for author: Giulio Chiribella

Found 10 papers, 1 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

Measuring incompatibility and clustering quantum observables with a quantum switch

no code implementations12 Aug 2022 Ning Gao, Dantong Li, Anchit Mishra, Junchen Yan, Kyrylo Simonov, Giulio Chiribella

The MED provides a metric on the space of von Neumann measurements, and can be efficiently estimated by letting the measurement processes act in an indefinite order, using a setup known as the quantum switch, which also allows one to quantify the noncommutativity of arbitrary quantum processes.

Clustering Quantum Machine Learning

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.

Symmetries of quantum evolutions

no code implementations13 Jan 2021 Giulio Chiribella, Erik Aurell, Karol Życzkowski

Our no-go theorem implies that any time symmetric formulation of quantum theory must either restrict the set of the allowed evolutions, or modify the operational interpretation of quantum states and processes.

Quantum Physics Mathematical Physics Mathematical Physics

Quantum operations with indefinite time direction

no code implementations7 Dec 2020 Giulio Chiribella, Zixuan Liu

A fundamental question is whether it is possible to conceive a broader set of operations that probe quantum processes in the backward direction, from the future to the past, or more generally, in a combination of the forward and backward directions.

Quantum Physics Mathematical Physics Mathematical Physics

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

Quantum Compression of Tensor Network States

no code implementations14 Apr 2019 Ge Bai, Yuxiang Yang, Giulio Chiribella

We design quantum compression algorithms for parametric families of tensor network states.

Quantum Physics

Proceedings of the 15th International Conference on Quantum Physics and Logic

no code implementations28 Jan 2019 Peter Selinger, Giulio Chiribella

Quantum Physics and Logic is an annual conference that brings together researchers working on mathematical foundations of quantum physics, quantum computing, and related areas, with a focus on structural perspectives and the use of logical tools, ordered algebraic and category-theoretic structures, formal languages, semantical methods, and other computer science techniques applied to the study of physical behaviour in general.

Quantum Physics

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