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

Author

B. Ndlovu

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Open access Aug 2026

Adversarial Vulnerabilities in Cooperative Multi-Agent Reinforcement Learning for Distributed 5G Security

This study provides among the first empirical evaluations of adversarial fragility in cooperative MARL-based intrusion detection within distributed 5G-oriented security abstractions, demonstrating that cooperative intelligence alone does not guarantee adversarial robustness.

B. Ndlovu, Kudzaishe Lawal Chizengwe · 0 citations
Review Open access Aug 2026

Leveraging Internet of Things and Artificial Intelligence in Smart Agriculture to Enhance Food Security and Sustainable Farming: A Systematic Review

The review shows that AI-IoT technologies are primarily applied in crop disease detection, precision agriculture, environmental monitoring, yield prediction, and livestock health monitoring, and the five-layered framework introduced here provides the first inductively derived organising structure that explicitly connects AI-IoT infrastructure to SDG-aligned food security outcomes.

B. Ndlovu, Kudakwashe Maguraushe · 0 citations

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