Optisesti linkitetty monipuolinen laskentaekosysteemi kvanttikoneoppimista varten

Särkkä, Simo (Principal investigator)
Kumar, Kundan (Project Member)
Iqbal, Sahel (Project Member)
Ma, Xiaofeng (Project Member)
Corenflos, Adrien (Project Member)
Merkatas, Christos (Project Member)
Galvis, Cristian (Project Member)
Farooq, Ahmad (Project Member)
Hassan, Syeda Sakira (Project Member)

Department of Electrical Engineering and Automation

3 Article
2 Conference article in proceedings

5 results

2025
Provable Quantum Algorithm Advantage for Gaussian Process Quadrature
Galvis-Florez, C. A., Farooq, A. & Särkkä, S., Feb 2025, In: Transactions on Machine Learning Research. 2025-February, p. 1-21 21 p.
Research output: Contribution to journal › Article › Scientific › peer-review

Open Access
1 Citation (Scopus)
Quantum-Assisted Gaussian Process Regression Using Random Fourier Features
Galvis-Florez, C. A., Farooq, A. & Sarkka, S., 2025, Proceedings - 2025 IEEE International Conference on Quantum Software, QSW 2025. Chang, R. N., Chang, C. K., Yang, J., Atukorala, N., Chen, D., Helal, S., Tarkoma, S., He, Q., Kosar, T., Ardagna, C., Feld, S., di Nitto, E. & Wimmer, M. (eds.). IEEE, p. 22-27 6 p. (Proceedings - 2025 IEEE International Conference on Quantum Software, QSW 2025).
Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific › peer-review

Open Access
2024
Quantum-assisted Hilbert-space Gaussian process regression
Farooq, A., Galvis-Florez, C. A. & Särkkä, S., 7 May 2024, In: Physical Review A. 109, 5, 052410.
Research output: Contribution to journal › Article › Scientific › peer-review

Open Access
File
5 Citations (Scopus)

57 Downloads (Pure)
Spacing Vector and Varying Distance Constrained Positioning Using Dual Feet-Mounted IMUs
Ma, X. & Sarkka, S., 2024, In: IEEE Transactions on Instrumentation and Measurement. 73, 11 p.
Research output: Contribution to journal › Article › Scientific › peer-review

Open Access
File
56 Downloads (Pure)
2023
Single Qubit State Estimation on NISQ Devices with Limited Resources and SIC-POVMs
Galvis-Florez, C. A., Reitzner, D. & Särkkä, S., 30 Nov 2023, Proceedings - 2023 IEEE International Conference on Quantum Computing and Engineering, QCE 2023. Muller, H., Alexev, Y., Delgado, A. & Byrd, G. (eds.). IEEE, Vol. 01. p. 111-119 9 p. 10313897
Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific › peer-review

Open Access
File
2 Citations (Scopus)

233 Downloads (Pure)

Optisesti linkitetty monipuolinen laskentaekosysteemi kvanttikoneoppimista varten

Research output

Search results

Provable Quantum Algorithm Advantage for Gaussian Process Quadrature

Quantum-Assisted Gaussian Process Regression Using Random Fourier Features

Quantum-assisted Hilbert-space Gaussian process regression

Spacing Vector and Varying Distance Constrained Positioning Using Dual Feet-Mounted IMUs

Single Qubit State Estimation on NISQ Devices with Limited Resources and SIC-POVMs