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.
A Study on NSL-KDD Dataset for Intrusion Detection System Based on Classification Algorithms
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
quant-ph 1years
2026 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
-
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.