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.
pysubgroup: Easy-to-Use Subgroup Discovery in Python
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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.