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quant-ph2023
Disturbance-agnostic robust performance with structured uncertainties and initial state error in classical versus quantum oscillatory systems
Edmond Jonckheere, Sophie G. Schirmer, Frank C. Langbein +2
A method to quantify robust performance for situations where structured parameter variations and initial state errors rather than extraneous disturbances are the main performance l…
quant-ph2023
Sample-efficient Model-based Reinforcement Learning for Quantum Control
Irtaza Khalid, Carrie A. Weidner, Edmond A. Jonckheere +2
We propose a model-based reinforcement learning (RL) approach for noisy time-dependent gate optimization with improved sample complexity over model-free RL. Sample complexity is th…