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Author

Marta Plaza-Hernández

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Open access Jul 2026

A routing-signal study of confidence-gated conditional computation for lightweight IoT intrusion detection

Confidence-gated routing gives large, statistically significant gains over the tiny model on every dataset, whereas a learned router improves only marginally over plain MSP, so once an escalation budget is fixed a simple MSP gate suffices.

Mahmoud Abbasi, Javier Prieto Tejedor, Carolina Villoria Torres et al. · 0 citations
2026

Autoencoding-Based Self-Supervised Learning for Enhanced Representation of Network Traffic Patterns

Network Traffic Monitoring and Analysis (NTMA) is increasingly important given the growing volume of network data and the associated cyber threats. Effective NTMA involves analyzing data packets for performance optimization, security, and policy compliance. In recent years, Machine Learning (ML) has shown high performa...

Mahmoud Abbasi, A. Shahraki, Marta Plaza-Hernández et al. · 0 citations

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