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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

D. Pontes

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Open access Jul 2026

Parameter-Efficient Quantum and Hybrid Autoencoders for One-Class Anomaly Detection

Overall, quantum and hybrid autoencoders are not universally superior, but deliver competitive anomaly detection with remarkably high parametric efficiency.

Murilo Salem, D. Pontes, João Carrett et al. · 0 citations
Open access Jul 2026

Hybrid Quantum-Classical Intrusion Detection with Quantum Feature Representations under NISQ Constraints

This paper investigates whether quantum principal component analysis can provide useful features for IDS without relying on claims of end-to-end quantum superiority, and finds that QPCA is most useful as a representation enhancer under NISQ-compatible, not hardware-validated, constraints.

Murilo Salem, D. Pontes, Luísa Böhm et al. · 0 citations