Estimation Error Archives - IEEE Transactions on Quantum Engineering

On Quantum Natural Policy Gradients

June 24, 2024André Sequeira, Luis Paulo Santos, Luis Soares Barbosa,Regular, UncategorizedBasic Conditions, Deep Reinforcement Learning, Estimation Error, Expected Value, Fisher Information, Fisher Information Matrix, Gradient Ascent, Gradient Update, Infidelity, Less Than Or Equal, Markov Decision Process, Matrix Inequalities, Natural Gradient, Normal Vector, Optimal Policy, Policy Gradient, Policy Gradient Method, Policy Parameters, Policy Space, Positive Semidefinite Matrix, Preconditioning, Projector, Proximal Policy Optimization, Quantum circuit, Quantum Measurement, Quantum state, Reward Function, Square Root, Standard Gradient, State Space

This article delves into the role of the quantum Fisher information matrix (FIM) in enhancing the performance of parameterized quantum circuit (PQC)-based reinforcement learning agents. While previous studies have highlighted the effectiveness of PQC-based policies preconditioned with the quantum FIM in contextual bandits, its impact in broader reinforcement learning contexts, such as Markov decision processes, […]