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Author

Seppo Virtanen

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#artificial intelligence Preprint Sep 2026

Reasoning Topology Matters: A Controlled Study of LLM-Based Cybersecurity Analysis

Large Language Models (LLMs) are increasingly used in cybersecurity, where accurate analysis often requires multi-step and context-dependent reasoning over complex and heterogeneous data. However, existing prompting approaches typically focus on eliciting reasoning without explicitly considering how intermediate reason...

Ji-Ling Zhou, Aisvarya Adeseye, Antti Hakkala et al. · 0 citations
Open access Sep 2026

From perception to reaction: an RLCC-engine-driven cybersecurity framework for smart agricultural ecosystems

A conceptual multi-layer Cybersecurity framework is proposed that introduces a dedicated Reaction Layer enabling coordinated prevention, detection, and mitigation across ADE layers and an initial prototype architecture is outlined.

Nasibeh Rahbar-Nodehi, J. Isoaho, Seppo Virtanen et al. · 0 citations

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