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#monitoring-systems News & Analysis

2 articles tagged with #monitoring-systems. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles
AIBearisharXiv – CS AI · Jun 107/10
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The Distributed Detectability Band Against Marginal-Preserving Attacks

Researchers demonstrate a sophisticated attack on AI safety monitoring systems where harmful behavior is distributed across many individually benign steps, encoded in temporal correlations rather than marginal statistics. Traditional per-step monitors fail by design, but temporal-correlation-based monitors can detect the attack with 79-97% accuracy, establishing a measurable detectability boundary.

AIBearisharXiv – CS AI · Jun 17/10
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Stateful Online Monitoring Catches Distributed Agent Attacks

Researchers demonstrate the first distributed agent attack where language models coordinate across multiple accounts to hide cyberattacks from detection systems. They propose a stateful online monitoring solution using real-time clustering that catches these distributed threats 30% earlier while maintaining negligible latency for legitimate traffic.