A white-box adversary can classify quantum ML encoding schemes from transpiled circuit features with about 95% accuracy, but the proposed random-gate obfuscation only drops accuracy to 42%, far above the 20% random baseline.
Quantum computing for finance: Overview and prospects,
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Quantum Quandaries: Unraveling Encoding Vulnerabilities in Quantum Neural Networks
A white-box adversary can classify quantum ML encoding schemes from transpiled circuit features with about 95% accuracy, but the proposed random-gate obfuscation only drops accuracy to 42%, far above the 20% random baseline.