# The Robustness Verification of Linear Sound Quantum Classifiers

arXiv: https://arxiv.org/abs/2303.04982 · HTML: https://mlsanity.com/paper/2303.04982/

## Key facts

- No citing papers in the map yet (data through 14 Oct 2026).
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- First posted on arXiv 9 Mar 2023.

## Abstract (arXiv)

I present a quick and sound method for the robustness verification of a sort of quantum classifiers who are Linear Sound. Since quantum machine learning has been put into practice in relevant fields and Linear Sound Property, LSP is a pervasive property, the method could be universally applied. I implemented my method with a Quantum Convolutional Neural Network, QCNN using MindQuantum, Huawei and successfully verified its robustness when classifying MNIST dataset.