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M. Gurusamy

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#artificial intelligence Preprint Sep 2026

The Tokens Remember: When Tokenization Bypasses Knowledge Editing and Unlearning

Toketive is introduced, a simple yet powerful reference-free attack that exploits the tokenization-based side channel to detect modified knowledge and reconstruct the corresponding pre-edit response and shows that localized modifications should not be treated as robust knowledge-control boundaries without adversarial e...

Manit Baser, Aditya Nawal, Dinil Mon Divakaran et al. · 0 citations
Review Open access 2026

LLM-Driven Security and Resilience in 6G Mission-Critical Communication Networks

Working baseline levels of capability are provided with respect to current LLM-based solutions in 6G mission-critical and public safety contexts, and specific research directions to advance LLM-driven cybersecurity toward robust, adaptable, explainable, and life-safety-aware solutions are mapped out.

Siva Sai, Bhuvan Arora, Vineet Suri et al. · 1 citation

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