2 papers
quant-ph2025
Exploring fixed points and eigenstates of quantum systems with reinforcement learning
MarÃa Laura Olivera-Atencio, Jesús Casado-Pascual, Denis Lacroix
We introduce a reinforcement learning algorithm designed to identify the fixed points of a given quantum operation. The method iteratively constructs the unitary transformation tha…
quant-ph2025
Impact of Amplitude and Phase Damping Noise on Quantum Reinforcement Learning: Challenges and Opportunities
MarÃa Laura Olivera-Atencio, Lucas Lamata, Jesús Casado-Pascual
Quantum machine learning (QML) is an emerging field with significant potential, yet it remains highly susceptible to noise, which poses a major challenge to its practical implement…