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Nouhaila Innan

2 articles · 6 co-authors · latest: 2026-05-20

Graph Labels: When Quantum Methods Yield to Simplicity

A comparison of network node description methods: quantum algorithms inspired by light analysis better recognize molecular structures, while classical ones are more efficient in social networks with minimal data. The choice becomes informed.
arXiv:2604.15273 · 2026-04-16

Quantum Assistant Detects Rare Frauds

Q-SYNTH combines quantum and classical computers to synthesize fake fraudulent payments. In a world where real scams make up only 0.1% of all transactions, training on imagined threats makes detectors sharper. The artificial examples become so realistic that the system itself sometimes mistakes them
arXiv:2605.21164 · 2026-05-20