Quantum Computing for Network Security Classification: Near-Term Classification and Long-Term Memory Efficiency

arXiv:2609.36479 · quant-ph, cs.AI, cs.LG · Submitted 2026-09-29 · Read on arXiv

quant-ph, cs.AI, cs.LG

Submitted: 2026-09-29

Updated: 2026-09-29

Terminology

• Accuracy — 18× in this paper · explained in 1 episode
• AUC — 6× in this paper · explained in 2 episodes
• Fidelity — 6× in this paper · explained in 2 episodes
• Ablation — 4× in this paper · explained in 1 episode
• Sparsity — 4× in this paper · explained in 4 episodes
• Hilbert Space — 1× in this paper · explained in 2 episodes

Sources

• Exponential quantum advantage in processing massive classical data

Related papers

• Reconquering Bell sampling on qudits: stabilizer learning and testing, quantum pseudorandomness bounds, and more
• Encrypted clones can leak: Classification of informative subsets in Quantum Encrypted Cloning
• Polynomial-time classical and quantum simulation of quantum impurity models
• Theory of quantum-enhanced interferometry with general Markovian light sources
• A convergent hierarchy of spectral gap certificates for qubit Hamiltonians
• Universal Bound and Phase Transition in Many-Body Fermionic Non-Gaussianity