Search Results for author: Su Yeon Chang

Found 6 papers, 1 papers with code

Approximately Equivariant Quantum Neural Network for $p4m$ Group Symmetries in Images

no code implementations3 Oct 2023 Su Yeon Chang, Michele Grossi, Bertrand Le Saux, Sofia Vallecorsa

Quantum Neural Networks (QNNs) are suggested as one of the quantum algorithms which can be efficiently simulated with a low depth on near-term quantum hardware in the presence of noises.

Image Classification Inductive Bias +1

Running the Dual-PQC GAN on noisy simulators and real quantum hardware

no code implementations30 May 2022 Su Yeon Chang, Edwin Agnew, Elías F. Combarro, Michele Grossi, Steven Herbert, Sofia Vallecorsa

In an earlier work, we introduced dual-Parameterized Quantum Circuit (PQC) Generative Adversarial Networks (GAN), an advanced prototype of a quantum GAN.

Dual-Parameterized Quantum Circuit GAN Model in High Energy Physics

no code implementations29 Mar 2021 Su Yeon Chang, Steven Herbert, Sofia Vallecorsa, Elías F. Combarro, Ross Duncan

Generative models, and Generative Adversarial Networks (GAN) in particular, are being studied as possible alternatives to Monte Carlo simulations.

Vocal Bursts Intensity Prediction

Quantum Generative Adversarial Networks in a Continuous-Variable Architecture to Simulate High Energy Physics Detectors

no code implementations26 Jan 2021 Su Yeon Chang, Sofia Vallecorsa, Elías F. Combarro, Federico Carminati

We introduce and analyze a new prototype of quantum GAN (qGAN) employed in continuous-variable (CV) quantum computing, which encodes quantum information in a continuous physical observable.

Bell Diagonal and Werner state generation: entanglement, non-locality, steering and discord on the IBM quantum computer

1 code implementation12 Dec 2019 Elias Riedel Gårding, Nicolas Schwaller, Su Yeon Chang, Samuel Bosch, Willy Robert Laborde, Javier Naya Hernandez, Chun Lam Chan, Frédéric Gessler, Xinyu Si, Marc-André Dupertuis, Nicolas Macris

We propose the first correct special-purpose quantum circuits for preparation of Bell-diagonal states (BDS), and implement them on the IBM Quantum computer, characterizing and testing complex aspects of their quantum correlations in the full parameter space.

Quantum Physics Information Theory Information Theory

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