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.· Open Research Europe· 0 citations
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.· IEEE Open Journal of the Com...· 0 citations
A more precise picture is provided of when FL is beneficial in heterogeneous edge environments and which evaluation choices most strongly affect the observed outcome.
Petrina Troulitaki, Eirini Bageorgou, Sevasti Politi et al.· Open Research Europe· 0 citations
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