עקוב אחר
Maria Schuld
Maria Schuld
Quantum Machine Learning research lead at Xanadu
כתובת אימייל מאומתת בדומיין xanadu.ai
כותרת
צוטט על ידי
צוטט על ידי
שנה
Machine learning and the physical sciences
G Carleo, I Cirac, K Cranmer, L Daudet, M Schuld, N Tishby, ...
Reviews of Modern Physics 91 (4), 045002, 2019
20832019
An introduction to quantum machine learning
M Schuld, I Sinayskiy, F Petruccione
Contemporary Physics 56 (2), 172-185, 2015
11582015
Quantum machine learning in feature hilbert spaces
M Schuld, N Killoran
Physical review letters 122 (4), 040504, 2019
11452019
Evaluating analytic gradients on quantum hardware
M Schuld, V Bergholm, C Gogolin, J Izaac, N Killoran
Physical Review A 99 (3), 032331, 2019
8842019
Circuit-centric quantum classifiers
M Schuld, A Bocharov, KM Svore, N Wiebe
Physical Review A 101 (3), 032308, 2020
7922020
Pennylane: Automatic differentiation of hybrid quantum-classical computations
V Bergholm, J Izaac, M Schuld, C Gogolin, S Ahmed, V Ajith, MS Alam, ...
arXiv preprint arXiv:1811.04968, 2018
7872018
The quest for a quantum neural network
M Schuld, I Sinayskiy, F Petruccione
Quantum Information Processing 13, 2567-2586, 2014
5842014
Supervised learning with quantum computers
M Schuld, F Petruccione
Springer 17, 2, 2018
5472018
Quantum circuits with many photons on a programmable nanophotonic chip
JM Arrazola, V Bergholm, K Brádler, TR Bromley, MJ Collins, I Dhand, ...
Nature 591 (7848), 54-60, 2021
4762021
Effect of data encoding on the expressive power of variational quantum-machine-learning models
M Schuld, R Sweke, JJ Meyer
Physical Review A 103 (3), 032430, 2021
4732021
Continuous-variable quantum neural networks
N Killoran, TR Bromley, JM Arrazola, M Schuld, N Quesada, S Lloyd
Physical Review Research 1 (3), 033063, 2019
4002019
Quantum embeddings for machine learning
S Lloyd, M Schuld, A Ijaz, J Izaac, N Killoran
arXiv preprint arXiv:2001.03622, 2020
2842020
Supervised quantum machine learning models are kernel methods
M Schuld
arXiv preprint arXiv:2101.11020, 2021
2832021
Prediction by linear regression on a quantum computer
M Schuld, I Sinayskiy, F Petruccione
Physical Review A 94 (2), 022342, 2016
2832016
Implementing a distance-based classifier with a quantum interference circuit
M Schuld, M Fingerhuth, F Petruccione
Europhysics Letters 119 (6), 60002, 2017
2622017
Transfer learning in hybrid classical-quantum neural networks
A Mari, TR Bromley, J Izaac, M Schuld, N Killoran
Quantum 4, 340, 2020
2582020
Stochastic gradient descent for hybrid quantum-classical optimization
R Sweke, F Wilde, J Meyer, M Schuld, PK Fährmann, ...
Quantum 4, 314, 2020
2282020
Machine learning with quantum computers
M Schuld, F Petruccione
Springer, 2021
2242021
The future of quantum biology
A Marais, B Adams, AK Ringsmuth, M Ferretti, JM Gruber, R Hendrikx, ...
Journal of the Royal Society Interface 15 (148), 20180640, 2018
2212018
Simulating a perceptron on a quantum computer
M Schuld, I Sinayskiy, F Petruccione
Physics Letters A 379 (7), 660-663, 2015
1702015
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מאמרים 1–20