Fast generation of entanglement between coupled spins using optimization and deep learning methods

D Koutromanos, D Stefanatos… - EPJ Quantum …, 2024 - epjqt.epj.org
Coupled spins form composite quantum systems which play an important role in many
quantum technology applications, with an essential task often being the efficient generation …

Taming quantum systems: A tutorial for using shortcuts-to-adiabaticity, quantum optimal control, and reinforcement learning

CW Duncan, PM Poggi, M Bukov, NT Zinner… - arxiv preprint arxiv …, 2025 - arxiv.org
Precise manipulation of quantum effects at the atomic and nanoscale has become an
essential task in ongoing scientific and technological endeavours. Quantum control methods …

Artificial Intelligence for Quantum Computing

Y Alexeev, MH Farag, TL Patti, ME Wolf, N Ares… - arxiv preprint arxiv …, 2024 - arxiv.org
Artificial intelligence (AI) advancements over the past few years have had an unprecedented
and revolutionary impact across everyday application areas. Its significance also extends to …

Unconventional geometric quantum computation robust to residual crosstalk in a superconducting circuit

Y Hong, FF Cui, LN Ji, ZY Xue, T Chen - Physical Review Applied, 2024 - APS
Ongoing advancements in geometric quantum computation, including the continuous
refinement of evolution paths and the integration of optimal control techniques, have …

TorchQC-A framework for efficiently integrating machine and deep learning methods in quantum dynamics and control

D Koutromanos, D Stefanatos, E Paspalakis - Computer Physics …, 2025 - Elsevier
Abstract Machine learning has been revolutionizing our world over the last few years and is
also increasingly exploited in several areas of physics, including quantum dynamics and …