Benchmarking Modular Optimization Strategies for Parameterized Quantum Circuits

arXiv:2610.10254 · quant-ph · Submitted 2026-10-07 · Read on arXiv

quant-ph

Submitted: 2026-10-07

Updated: 2026-10-07

Terminology

• Adam — 150× in this paper · explained in 2 episodes
• Accuracy — 74× in this paper · explained in 1 episode
• Benchmark — 21× in this paper · explained in 2 episodes
• Calibration — 12× in this paper · explained in 7 episodes
• Bayesian Optimization — 11× in this paper · explained in 3 episodes
• Quantum Circuits — 6× in this paper · explained in 2 episodes
• Benchmarking — 5× in this paper · explained in 4 episodes
• Combinatorial Optimization — 5× in this paper · explained in 2 episodes
• Quantum Approximate Optimization Algorithm — 3× in this paper
• Regularization — 3× in this paper · explained in 3 episodes
• Consistency — 2× in this paper · explained in 3 episodes
• Fisher Information — 2× in this paper · explained in 3 episodes
• Generalization — 2× in this paper · explained in 13 episodes
• Acquisition Function — 1× in this paper · explained in 1 episode
• Adaptation — 1× in this paper · explained in 1 episode
• Decoupling — 1× in this paper · explained in 2 episodes
• Evaluation Dimensions — 1× in this paper · explained in 3 episodes
• Median Controlled-Z — 1× in this paper
• Objective Function — 1× in this paper · explained in 2 episodes
• Parameter Shift Rule — 1× in this paper · explained in 2 episodes
• Trace — 1× in this paper · explained in 2 episodes

Sources

• Operator Sampling for Shot-frugal Optimization in Variational Algorithms
• A Quantum Approximate Optimization Algorithm
• A Tutorial on Bayesian Optimization
• Adam: A Method for Stochastic Optimization

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