Variational quantum algorithms M Cerezo, A Arrasmith, R Babbush, SC Benjamin, S Endo, K Fujii, ... Nature Reviews Physics 3, 625–644, 2021 | 2337 | 2021 |
Cost function dependent barren plateaus in shallow parametrized quantum circuits M Cerezo, A Sone, T Volkoff, L Cincio, PJ Coles Nature communications 12 (1), 1791, 2021 | 971 | 2021 |
Noise-induced barren plateaus in variational quantum algorithms S Wang, E Fontana, M Cerezo, K Sharma, A Sone, L Cincio, PJ Coles Nature communications 12 (1), 6961, 2021 | 634 | 2021 |
Connecting ansatz expressibility to gradient magnitudes and barren plateaus Z Holmes, K Sharma, M Cerezo, PJ Coles PRX Quantum 3 (1), 010313, 2022 | 465 | 2022 |
Variational quantum linear solver C Bravo-Prieto, R LaRose, M Cerezo, Y Subasi, L Cincio, PJ Coles Quantum 7, 1188, 2023 | 337 | 2023 |
Absence of barren plateaus in quantum convolutional neural networks A Pesah, M Cerezo, S Wang, T Volkoff, AT Sornborger, PJ Coles Physical Review X 11 (4), 041011, 2021 | 313 | 2021 |
Challenges and opportunities in quantum machine learning M Cerezo, G Verdon, HY Huang, L Cincio, PJ Coles Nature Computational Science 2 (9), 567-576, 2022 | 301 | 2022 |
Generalization in quantum machine learning from few training data MC Caro, HY Huang, M Cerezo, K Sharma, A Sornborger, L Cincio, ... Nature communications 13 (1), 4919, 2022 | 291 | 2022 |
Effect of barren plateaus on gradient-free optimization A Arrasmith, M Cerezo, P Czarnik, L Cincio, PJ Coles Quantum 5, 558, 2021 | 229 | 2021 |
Noise resilience of variational quantum compiling K Sharma, S Khatri, M Cerezo, PJ Coles New Journal of Physics 22 (4), 043006, 2020 | 216 | 2020 |
Diagnosing barren plateaus with tools from quantum optimal control M Larocca, P Czarnik, K Sharma, G Muraleedharan, PJ Coles, M Cerezo Quantum 6, 824, 2022 | 188 | 2022 |
Trainability of dissipative perceptron-based quantum neural networks K Sharma, M Cerezo, L Cincio, PJ Coles Physical Review Letters 128 (18), 180505, 2022 | 171 | 2022 |
Theory of overparametrization in quantum neural networks M Larocca, N Ju, D García-Martín, PJ Coles, M Cerezo Nature Computational Science 3 (6), 542-551, 2023 | 156 | 2023 |
Variational quantum fidelity estimation M Cerezo, A Poremba, L Cincio, PJ Coles Quantum 4, 248, 2020 | 133 | 2020 |
Higher order derivatives of quantum neural networks with barren plateaus M Cerezo, PJ Coles Quantum Science and Technology 6 (2), 035006, 2021 | 125 | 2021 |
Group-invariant quantum machine learning M Larocca, F Sauvage, FM Sbahi, G Verdon, PJ Coles, M Cerezo PRX Quantum 3 (3), 030341, 2022 | 122 | 2022 |
Equivalence of quantum barren plateaus to cost concentration and narrow gorges A Arrasmith, Z Holmes, M Cerezo, PJ Coles Quantum Science and Technology 7 (4), 045015, 2022 | 120 | 2022 |
Variational quantum state eigensolver M Cerezo, K Sharma, A Arrasmith, PJ Coles npj Quantum Information 8 (1), 113, 2022 | 117 | 2022 |
Variational quantum algorithm for estimating the quantum fisher information JL Beckey, M Cerezo, A Sone, PJ Coles Physical Review Research 4 (1), 013083, 2022 | 82 | 2022 |
Theory for equivariant quantum neural networks QT Nguyen, L Schatzki, P Braccia, M Ragone, PJ Coles, F Sauvage, ... PRX Quantum 5 (2), 020328, 2024 | 75 | 2024 |