#adaptive-defense News & Analysis

3 articles tagged with #adaptive-defense. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

3 articles

AINeutralarXiv – CS AI · 3d ago6/10

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A Queueing-Theoretic Framework for Dynamic Attack Surfaces: Data-Integrated Risk Analysis and Adaptive Defense

Researchers develop a queueing-theoretic framework that models cyber-attack surfaces as dynamic systems where vulnerabilities arrive and depart over time. Using reinforcement learning and Markov decision processes, they demonstrate an adaptive defense strategy that reduces active vulnerabilities by over 90% in software supply chains without increasing maintenance budgets.

AIBullisharXiv – CS AI · Mar 36/105

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AMDS: Attack-Aware Multi-Stage Defense System for Network Intrusion Detection with Two-Stage Adaptive Weight Learning

Researchers developed AMDS, an attack-aware multi-stage defense system for network intrusion detection that uses adaptive weight learning to counter adversarial attacks. The system achieved 94.2% AUC and improved classification accuracy by 4.5 percentage points over existing adversarially trained ensembles by learning attack-specific detection strategies.

$CRV

AIBullisharXiv – CS AI · Mar 36/105

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Co-Evolutionary Multi-Modal Alignment via Structured Adversarial Evolution

Researchers introduce CEMMA, a co-evolutionary framework for improving AI safety alignment in multimodal large language models. The system uses evolving adversarial attacks and adaptive defenses to create more robust AI systems that better resist jailbreak attempts while maintaining functionality.