Picture for Maniraman Periyasamy

Maniraman Periyasamy

Fraunhofer-IIS, Fraunhofer Institute for Integrated Circuits IIS, Division Positioning and Networks, Nuremberg, Germany

Optimizing Quantum Circuits via ZX Diagrams using Reinforcement Learning and Graph Neural Networks

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Apr 04, 2025
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Fourier Analysis of Variational Quantum Circuits for Supervised Learning

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Nov 07, 2024
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Guided-SPSA: Simultaneous Perturbation Stochastic Approximation assisted by the Parameter Shift Rule

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Apr 24, 2024
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Qiskit-Torch-Module: Fast Prototyping of Quantum Neural Networks

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Apr 09, 2024
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Batch Quantum Reinforcement Learning

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Apr 27, 2023
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An Empirical Comparison of Optimizers for Quantum Machine Learning with SPSA-based Gradients

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Apr 27, 2023
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Incremental Data-Uploading for Full-Quantum Classification

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May 06, 2022
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Uncovering Instabilities in Variational-Quantum Deep Q-Networks

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Feb 10, 2022
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