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Accelerating Noisy Variational Quantum Algorithms With Physics-Informed Denoising Networks by hareemfatimabit is a document available to read on EtoBox.
What is Accelerating Noisy Variational Quantum Algorithms With Physics-Informed Denoising Networks about?
The document presents a Physics-Informed Denoising Network (PIDN) designed to enhance variational quantum algorithms by reducing the overhead associated with error mitigation techniques like Zero-Noise Extrapolation (ZNE). PIDN learns to predict denoised expectation values and gradient directions from noisy observations, significantly decreasing the number of required circuit executions while maintaining performance comparable to ZNE. The approach is validated through benchmarks on various quantum algorithm
- Author
- hareemfatimabit
- Language
- EN