Subgroup discovery is encoded as a QUBO and solved via QAOA on NISQ hardware to find interpretable feature groups that distinguish attack traffic, with results competitive to beam search and better at some multi-feature interactions.
Exploratory and Explanation-Aware Network Intrusion Profiling using Subgroup Discovery and Complex Network Analysis
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Formulating Subgroup Discovery as a Quantum Optimization Problem for Network Security
Subgroup discovery is encoded as a QUBO and solved via QAOA on NISQ hardware to find interpretable feature groups that distinguish attack traffic, with results competitive to beam search and better at some multi-feature interactions.