Projects

• QLindA

Publications

2024

Guided-SPSA: Simultaneous Perturbation Stochastic Approximation assisted by the Parameter Shift Rule

Maniraman Periyasamy, Axel Plinge, Christopher Mutschler, Daniel D. Scherer, Wolfgang Mauerer2024.
PDF [BibTex]

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BibTex Entry

@article{periyasamy:24:qce24,
 author = {Maniraman Periyasamy and Axel Plinge and Christopher Mutschler and Daniel D. Scherer and Wolfgang Mauerer},
 month = {4},
 title = {Guided-SPSA: Simultaneous Perturbation Stochastic Approximation assisted by the Parameter Shift Rule},
 url = {https://arxiv.org/abs/2404.15751},
 year = {2024}
}

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2023

Conference
An Empirical Comparison of Optimizers for Quantum Machine Learning with SPSA-Based Gradients

Marco Wiedmann, Marc Hölle, Maniraman Periyasamy, Nico Meyer, Christian Ufrecht, Daniel D. Scherer, Axel Plinge, Christopher MutschlerIEEE International Conference on Quantum Computing and Engineering, QCE 2023, Bellevue, WA, USA, September 17-22, 2023IEEE2023.
10.1109/QCE57702.2023.00058 [BibTex]

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BibTex Entry

@inproceedings{DBLP:conf/qce/WiedmannHPMUSPM23,
 author = {Marco Wiedmann and
Marc H{\"{o}}lle and
Maniraman Periyasamy and
Nico Meyer and
Christian Ufrecht and
Daniel D. Scherer and
Axel Plinge and
Christopher Mutschler},
 bibsource = {dblp computer science bibliography, https://dblp.org},
 biburl = {https://dblp.org/rec/conf/qce/WiedmannHPMUSPM23.bib},
 booktitle = {{IEEE} International Conference on Quantum Computing and Engineering,
{QCE} 2023, Bellevue, WA, USA, September 17-22, 2023},
 doi = {10.1109/QCE57702.2023.00058},
 editor = {Brian La Cour and
Lia Yeh and
Marek Osinski},
 entrysubtype = {Conference},
 pages = {450--456},
 publisher = {{IEEE}},
 timestamp = {Fri, 15 Dec 2023 20:24:40 +0100},
 title = {An Empirical Comparison of Optimizers for Quantum Machine Learning
with SPSA-Based Gradients},
 url = {https://doi.org/10.1109/QCE57702.2023.00058},
 year = {2023}
}

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Journal
Batch Quantum Reinforcement Learning

Maniraman Periyasamy, Marc Hölle, Marco Wiedmann, Daniel D. Scherer, Axel Plinge, Christopher MutschlerCoRRabs/2305.009052023.
PDF 10.48550/ARXIV.2305.00905 [BibTex]

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BibTex Entry

@article{DBLP:journals/corr/abs-2305-00905,
 author = {Maniraman Periyasamy and
Marc H{\"{o}}lle and
Marco Wiedmann and
Daniel D. Scherer and
Axel Plinge and
Christopher Mutschler},
 bibsource = {dblp computer science bibliography, https://dblp.org},
 biburl = {https://dblp.org/rec/journals/corr/abs-2305-00905.bib},
 doi = {10.48550/ARXIV.2305.00905},
 entrysubtype = {Journal},
 eprint = {2305.00905},
 eprinttype = {arXiv},
 journal = {CoRR},
 timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
 title = {Batch Quantum Reinforcement Learning},
 url = {https://doi.org/10.48550/arXiv.2305.00905},
 volume = {abs/2305.00905},
 year = {2023}
}

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Journal
Cutting multi-control quantum gates with ZX calculus

Christian Ufrecht, Maniraman Periyasamy, Sebastian Rietsch, Daniel D. Scherer, Axel Plinge, Christopher MutschlerQuantum72023.
10.22331/Q-2023-10-23-1147 [BibTex]

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BibTex Entry

@article{DBLP:journals/quantum/UfrechtPRSPM23,
 author = {Christian Ufrecht and
Maniraman Periyasamy and
Sebastian Rietsch and
Daniel D. Scherer and
Axel Plinge and
Christopher Mutschler},
 bibsource = {dblp computer science bibliography, https://dblp.org},
 biburl = {https://dblp.org/rec/journals/quantum/UfrechtPRSPM23.bib},
 doi = {10.22331/Q-2023-10-23-1147},
 entrysubtype = {Journal},
 journal = {Quantum},
 pages = {1147},
 timestamp = {Thu, 28 Dec 2023 00:00:00 +0100},
 title = {Cutting multi-control quantum gates with {ZX} calculus},
 url = {https://doi.org/10.22331/q-2023-10-23-1147},
 volume = {7},
 year = {2023}
}

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Journal
Optimal joint cutting of two-qubit rotation gates

Christian Ufrecht, Laura S. Herzog, Daniel D. Scherer, Maniraman Periyasamy, Sebastian Rietsch, Axel Plinge, Christopher Mutschler2023.
PDF 2312.09679 [BibTex]

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BibTex Entry

@misc{ufrecht2023optimal,
 archiveprefix = {arXiv},
 author = {Christian Ufrecht and 
Laura S. Herzog and 
Daniel D. Scherer and 
Maniraman Periyasamy and 
Sebastian Rietsch and 
Axel Plinge and 
Christopher Mutschler},
 entrysubtype = {Journal},
 eprint = {2312.09679},
 primaryclass = {quant-ph},
 title = {Optimal joint cutting of two-qubit rotation gates},
 year = {2023}
}

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2022

Journal 4.45
Uncovering Instabilities in Variational-Quantum Deep Q-Networks

Maja Franz, Lucas Wolf, Maniraman Periyasamy, Ch. Ufrecht, D. Scherer, A. Plinge, Ch. Mutschler, Wolfgang MauererJournal of The Franklin InstituteElsevier (Open Access)2022.
PDF 10.1016/j.jfranklin.2022.08.021 Reproduction Package [BibTex]

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BibTex Entry

@article{franz:22:qrl,
 author = {Franz, Maja and Wolf, Lucas and Periyasamy, Maniraman and Ufrecht, Ch. and Scherer, D. and Plinge, A. and Mutschler, Ch. and Mauerer, Wolfgang},
 doi = {10.1016/j.jfranklin.2022.08.021},
 entrysubtype = {Journal},
 journal = {Journal of The Franklin Institute},
 month = {8},
 publisher = {Elsevier (Open Access)},
 title = {Uncovering Instabilities in Variational-Quantum Deep Q-Networks},
 userc = {IF:4.45},
 year = {2022}
}

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A Survey on Quantum Reinforcement Learning

Nico Meyer, Christian Ufrecht, Maniraman Periyasamy, Daniel D. Scherer, Axel Plinge, Christopher MutschlerCoRRabs/2211.034642022.
PDF 10.48550/ARXIV.2211.03464 [BibTex]

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BibTex Entry

@article{DBLP:journals/corr/abs-2211-03464,
 author = {Nico Meyer and
Christian Ufrecht and
Maniraman Periyasamy and
Daniel D. Scherer and
Axel Plinge and
Christopher Mutschler},
 bibsource = {dblp computer science bibliography, https://dblp.org},
 biburl = {https://dblp.org/rec/journals/corr/abs-2211-03464.bib},
 doi = {10.48550/ARXIV.2211.03464},
 eprint = {2211.03464},
 eprinttype = {arXiv},
 journal = {CoRR},
 timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
 title = {A Survey on Quantum Reinforcement Learning},
 url = {https://doi.org/10.48550/arXiv.2211.03464},
 volume = {abs/2211.03464},
 year = {2022}
}

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Journal
How to Get the Most Out of U-Net for Glacier Calving Front Segmentation

Maniraman Periyasamy, AmirAbbas Davari, Thorsten Seehaus, Matthias Braun, Andreas Maier, Vincent ChristleinIEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.152022.
10.1109/JSTARS.2022.3148033 [BibTex]

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BibTex Entry

@article{DBLP:journals/staeors/PeriyasamyDSBMC22,
 author = {Maniraman Periyasamy and
AmirAbbas Davari and
Thorsten Seehaus and
Matthias Braun and
Andreas Maier and
Vincent Christlein},
 bibsource = {dblp computer science bibliography, https://dblp.org},
 biburl = {https://dblp.org/rec/journals/staeors/PeriyasamyDSBMC22.bib},
 doi = {10.1109/JSTARS.2022.3148033},
 entrysubtype = {Journal},
 journal = {IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.},
 pages = {1712--1723},
 timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
 title = {How to Get the Most Out of U-Net for Glacier Calving Front Segmentation},
 url = {https://doi.org/10.1109/JSTARS.2022.3148033},
 volume = {15},
 year = {2022}
}

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Conference
Incremental Data-Uploading for Full-Quantum Classification

Maniraman Periyasamy, Nico Meyer, Christian Ufrecht, Daniel D. Scherer, Axel Plinge, Christopher MutschlerIEEE International Conference on Quantum Computing and Engineering, QCE 2022, Broomfield, CO, USA, September 18-23, 2022IEEE2022.
10.1109/QCE53715.2022.00021 [BibTex]

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BibTex Entry

@inproceedings{DBLP:conf/qce/PeriyasamyMUSPM22,
 author = {Maniraman Periyasamy and
Nico Meyer and
Christian Ufrecht and
Daniel D. Scherer and
Axel Plinge and
Christopher Mutschler},
 bibsource = {dblp computer science bibliography, https://dblp.org},
 biburl = {https://dblp.org/rec/conf/qce/PeriyasamyMUSPM22.bib},
 booktitle = {{IEEE} International Conference on Quantum Computing and Engineering,
{QCE} 2022, Broomfield, CO, USA, September 18-23, 2022},
 doi = {10.1109/QCE53715.2022.00021},
 entrysubtype = {Conference},
 pages = {31--37},
 publisher = {{IEEE}},
 timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
 title = {Incremental Data-Uploading for Full-Quantum Classification},
 url = {https://doi.org/10.1109/QCE53715.2022.00021},
 year = {2022}
}

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