Quantum vs Classical Benchmarks

Comparison of quantum and classical kernel methods across different security tasks. Quantum kernels show significant advantage in pattern recognition (92%) and anomaly detection (88%), while maintaining comparable performance in traditional tasks.

Heatmap showing quantum vs classical performance in cryptographic operations. Darker regions indicate stronger quantum advantage. Notable speedup in integer factorization (Shor's) and database search (Grover's) algorithms.