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.
Potential of quantum com- puting for drug discovery,
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
quant-ph 1years
2025 1verdicts
REJECT 1representative citing papers
citing papers explorer
-
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.