A 120x120 quantum RBM on D-Wave Pegasus generated 1.68 million synthetic attack samples for CICIDS2017, yielding F1 scores on par with or slightly above SMOTE and random oversampling.
Smote: synthetic minority over-sampling technique
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Implementing Large Quantum Boltzmann Machines as Generative AI Models for Dataset Balancing
A 120x120 quantum RBM on D-Wave Pegasus generated 1.68 million synthetic attack samples for CICIDS2017, yielding F1 scores on par with or slightly above SMOTE and random oversampling.