AI-Enhanced Zero Noise Extrapolation using Residual Neural Networks for Quantum Error Mitigation

Feras Shita

Submission Type: I want my submission to be considered for poster only

Keywords: Quantum Error Mitigation, Zero Noise Extrapolation, Machine Learning, Residual Neural Networks, NISQ Algorithms, Depolarizing Noise, Circuit Folding

TL;DR: We replace traditional polynomial extrapolation in ZNE with a Residual Neural Network that learns noise-scaling functions, recovering up to 92.1% of signal lost to quantum gate errors.

Confirmation Of Submission Requirements: I submit an abstract. It uses the template provided on the submission page and is no longer than 2 pages.

Submission Number: 19