Hickmann, Manuel Lautaro und Lange, Markus und Rieser, Hans-Martin (2025) Enhancing Machine Learning with Quantum Methods. In: 33th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, ESANN 2025. Ciaco - i6doc.com. ESANN ( European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning) 2025, 2025-04-23 - 2025-04-25, Bruges, Belgium. doi: 10.14428/esann/2025.ES2025-29.
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Offizielle URL: https://www.esann.org/sites/default/files/proceedings/2025/ES2025-29.pdf
Kurzfassung
Quantum physics offers a new paradigm that promises to make certain computations faster and more efficient. The recent progress of quantum computers allows for more complex applications which lead to a rising interest in transferring machine learning methods to quantum hardware for practical applications. However, the development of quantum computers is still in its beginnings and currently these approaches require synergy with classical computers. We present some methods where this quantum-classical interplay is used to enhance machine learning approaches.
elib-URL des Eintrags: | https://elib.dlr.de/214207/ | ||||||||||||||||
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Dokumentart: | Konferenzbeitrag (Vortrag) | ||||||||||||||||
Titel: | Enhancing Machine Learning with Quantum Methods | ||||||||||||||||
Autoren: |
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Datum: | April 2025 | ||||||||||||||||
Erschienen in: | 33th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, ESANN 2025 | ||||||||||||||||
Referierte Publikation: | Ja | ||||||||||||||||
Open Access: | Ja | ||||||||||||||||
Gold Open Access: | Nein | ||||||||||||||||
In SCOPUS: | Nein | ||||||||||||||||
In ISI Web of Science: | Nein | ||||||||||||||||
DOI: | 10.14428/esann/2025.ES2025-29 | ||||||||||||||||
Herausgeber: |
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Verlag: | Ciaco - i6doc.com | ||||||||||||||||
Status: | veröffentlicht | ||||||||||||||||
Stichwörter: | Quantum Machine, Learning Tensor Networks, Machine Learning, Quantum Neural Networks, Variational Quantum Circuits | ||||||||||||||||
Veranstaltungstitel: | ESANN ( European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning) 2025 | ||||||||||||||||
Veranstaltungsort: | Bruges, Belgium | ||||||||||||||||
Veranstaltungsart: | internationale Konferenz | ||||||||||||||||
Veranstaltungsbeginn: | 23 April 2025 | ||||||||||||||||
Veranstaltungsende: | 25 April 2025 | ||||||||||||||||
Veranstalter : | UCLouvain - Machine Learning Group | ||||||||||||||||
HGF - Forschungsbereich: | keine Zuordnung | ||||||||||||||||
HGF - Programm: | keine Zuordnung | ||||||||||||||||
HGF - Programmthema: | keine Zuordnung | ||||||||||||||||
DLR - Schwerpunkt: | Quantencomputing-Initiative | ||||||||||||||||
DLR - Forschungsgebiet: | QC AW - Anwendungen | ||||||||||||||||
DLR - Teilgebiet (Projekt, Vorhaben): | QC - Quant²AI | ||||||||||||||||
Standort: | Ulm | ||||||||||||||||
Institute & Einrichtungen: | Institut für KI-Sicherheit | ||||||||||||||||
Hinterlegt von: | Hickmann, Manuel Lautaro | ||||||||||||||||
Hinterlegt am: | 16 Jun 2025 08:57 | ||||||||||||||||
Letzte Änderung: | 16 Jun 2025 08:57 |
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