Quantum Optimization for Machine Learning is a computational methodology that integrates quantum algorithms to enhance the efficiency and scalability of optimizing machine learning models, distinguished by its exploitation of quantum mechanical principles to solve optimization problems intractable for classical methods.
172
Publications
15.3K
Citations
561
Authors
331
Institutions
Publications per year
2017–2026
146
Parents
Publications
172
Supervised learning with quantum-enhanced feature spaces
Vojtěch Havlíček, Antonio Córcoles, Kristan Temme et al. · Nature · 2019 · 2.4K citations · Full text
Computing, Computer Science, Physics +12
Barren plateaus in quantum neural network training landscapes
Jarrod R. McClean, Sergio Boixo, Vadim Smelyanskiy et al. · Nature Communications · 2018 · 2.1K citations · Full text
Computing, Computer Science, Physics +17
Evaluating analytic gradients on quantum hardware
Maria Schuld, Ville Bergholm, Christian Gogolin et al. · Physical review. A/Physical review, A · 2019 · 1.1K citations · Full text
Quantum computing for finance: Overview and prospects
Román Orús, Samuel Mugel, Enrique Lizaso · Reviews in Physics · 2019 · 632 citations · Full text
Computing, Computer Science, Finance +15
A rigorous and robust quantum speed-up in supervised machine learning
Nature Physics · 2021 · 512 citations · Full text
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Authors
561
- SB
5
h-index
- HN
4
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- GS
4
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- SD
4
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- RG
4
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1–5 of 561
Institutions
331
IBM (United States)
Armonk, United States
5 h-index
19 publications
7.4K citations
Google (United States)
Mountain View, United States
5 h-index
11 publications
10.9K citations
University of Cagliari
Cagliari, Italy
4 h-index
13 publications
419 citations
University of Oxford
Oxford, United Kingdom
4 h-index
9 publications
4K citations
Los Alamos National Laboratory
Los Alamos, United States
4 h-index
10 publications
1.4K citations
Lebanese American University
Beirut, Lebanon
3 h-index
3 publications
66 citations
King Abdulaziz University
Jeddah, Saudi Arabia
3 h-index
9 publications
237 citations
Qujing Normal University
Qujing, China
3 h-index
3 publications
136 citations
1–8 of 331
Venues
- arXiv (Cornell University)
Repository · 10 publications · 291 citations
10
h-index
- Physical review. A/Physical review, A
PRA · 6 publications · 1.4K citations
6
h-index
- Quantum Information Processing
5 publications · 100 citations
5
h-index
- Applied Soft Computing
5 publications · 390 citations
5
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- IEEE Access
5 publications · 220 citations
5
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