Alejandro Pozas-Kerstjens

Publication Activity (10 Years)

Years Active: 2018-2023
Publications (10 Years): 14

Top Topics

Machine Learning

Boltzmann Machines

Supervised Training

Top Venues

Mach. Learn. Sci. Technol.

Publications

Przemyslaw R. Grzybowski, Antoni Jankiewicz, Eloy Piñol, David Cirauqui, Dorota H. Grzybowska, Pawel M. Petrykowski, Miguel Ángel García-March, Maciej Lewenstein, Gorka Muñoz-Gil, Alejandro Pozas-Kerstjens
Universal representation by Boltzmann machines with Regularised Axons. CoRR (2023)
José Ramón Pareja Monturiol, David Pérez-García, Alejandro Pozas-Kerstjens
TensorKrowch: Smooth integration of tensor networks in machine learning. CoRR (2023)
Emanuel-Cristian Boghiu, Elie Wolfe, Alejandro Pozas-Kerstjens
Inflation: a Python library for classical and quantum causal compatibility. Quantum 7 (2023)
Sonia Lopez-Alarcon, Cory E. Merkel, Martin Hoffnagle, Sabrina Ly, Alejandro Pozas-Kerstjens
Accelerating the Training of Single Layer Binary Neural Networks using the HHL Quantum Algorithm. ICCD (2022)
Alejandro Pozas-Kerstjens, Senaida Hernández Santana, José Ramón Pareja Monturiol, Marco Castrillón López, Giannicola Scarpa, Carlos E. González-Guillén, David Pérez-García
Physics solutions for machine learning privacy leaks. CoRR (2022)
Sonia Lopez-Alarcon, Cory E. Merkel, Martin Hoffnagle, Sabrina Ly, Alejandro Pozas-Kerstjens
Accelerating the training of single-layer binary neural networks using the HHL quantum algorithm. CoRR (2022)
Aidan Kehoe, Peter Wittek, Yanbo Xue, Alejandro Pozas-Kerstjens
. Mach. Learn. Sci. Technol. 2 (4) (2021)
Alejandro Pozas-Kerstjens, Gorka Muñoz-Gil, Eloy Piñol, Miguel Ángel García-March, Antonio Acín, Maciej Lewenstein, Przemyslaw R. Grzybowski
Efficient training of energy-based models via spin-glass control. Mach. Learn. Sci. Technol. 2 (2) (2021)
Przemyslaw R. Grzybowski, Gorka Muñoz-Gil, Alejandro Pozas-Kerstjens, Miguel Ángel García-March, Maciej Lewenstein
Understanding and improving unsupervised training of Boltzman machines. ESANN (2020)
Aidan Kehoe, Peter Wittek, Yanbo Xue, Alejandro Pozas-Kerstjens
Defence against adversarial attacks using classical and quantum-enhanced Boltzmann machines. CoRR (2020)
Zhikuan Zhao, Alejandro Pozas-Kerstjens, Patrick Rebentrost, Peter Wittek
Bayesian deep learning on a quantum computer. Quantum Mach. Intell. 1 (1-2) (2019)
Elie Wolfe, Alejandro Pozas-Kerstjens, Matan Grinberg, Denis Rosset, Antonio Acín, Miguel Navascués
Quantum Inflation: A General Approach to Quantum Causal Compatibility. CoRR (2019)
Alejandro Pozas-Kerstjens, Gorka Muñoz-Gil, Miguel Ángel García-March, Antonio Acín, Maciej Lewenstein, Przemyslaw R. Grzybowski
Efficient training of energy-based models via spin-glass control. CoRR (2019)
Zhikuan Zhao, Alejandro Pozas-Kerstjens, Patrick Rebentrost, Peter Wittek
Bayesian Deep Learning on a Quantum Computer. CoRR (2018)