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

Author

Phil Legg

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Review Sep 2026

How Reliable are Automated Jailbreak Evaluators? A Study of Human-Machine Agreement in Cybersecurity Multi-Turn LLM Attacks

Evaluating the effectiveness of multi-turn jailbreak attacks on large language models (LLMs) increasingly relies on automated evaluators, yet their reliability and agreement with human judgments in cybersecurity conversations have not been systematically examined. This paper presents a systematic human-machine agreemen...

Michael Tchuindjang, Nathan Duran, Phil Legg et al. · 0 citations
Review Open access Jul 2026

Heterogeneity-Aware Poisoning Attacks and Mitigation in Federated Learning: A Comprehensive Survey and Taxonomy

The central argument is that poisoning mitigation in HFL should not be evaluated only by attack type, defence family, clean accuracy, or attack success rate but also by whether defences observe and protect the channels through which heterogeneity-shaped attacks are expressed.

Aimen Djemaa, D. Djenouri, Phil Legg · 0 citations

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