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

Author

C. Pedroso

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Open access 2026

Sensing-Aware Beamforming and Interpretable Analysis for Pilot-Spoofing Resilience in ISAC Systems

A triangulated interpretable analysis across three independent models yields design insights that position array sizing and sensing subsystem design as a joint optimization, and reveals a regime-dependent, non-monotonic dependence of post-defense SINR on array size under AoA-aware null-steering defenses with finite sen...

E. Pacheco, C. Pedroso · 0 citations
Open access 2026

An Interpretable and Calibrated Energy-Based Model for Bearing Fault Diagnosis and Out-of-Distribution Detection

The results indicate that classification, probability calibration, OOD detection, noise robustness, and feature-level interpretability can be jointly delivered by a single energy-based model on bearing fault diagnosis benchmarks, without auxiliary classifiers or post-hoc explanation modules.

E. Pacheco, C. Pedroso · 0 citations
Open access 2026

Observability-Driven, Sniffer-Free Intrusion Detection for RPL: Closing the Detection Ceiling With On-Mote Control-Plane Features

A sniffer-free detection pipeline that operates exclusively on the integer counters each mote already maintains for normal operation of RPL, indicating that detection in constrained IoT networks is bounded by what the mote reports, not by classifier sophistication.

E. Pacheco, C. Pedroso · 0 citations

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