y0news
AnalyticsDigestsSourcesTopicsRSSAICrypto

#architecture-analysis News & Analysis

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

2 articles
AINeutralarXiv – CS AI · Jun 256/10
🧠

Decoupling Reconnaissance and Exploitation: Measuring the Capability Boundaries of LLM-Based Web Penetration Testing

Researchers propose a decoupled evaluation framework for testing LLM-based penetration testing agents by separating reconnaissance from exploitation tasks. The study reveals significant capability gaps: agents achieve 90% success with accurate vulnerability context but only 50% autonomous reconnaissance performance, with distinct strengths across different architectural designs.

AINeutralarXiv – CS AI · May 286/10
🧠

Architecture-driven Shift: towards a lightweight selector for capturing the trends of logit shift

Researchers propose Architecture-driven Shift (ADS), a lightweight computational method to predict how pre-trained neural networks will perform in continual learning scenarios by measuring logit shift without expensive calculations. The approach theoretically decouples architecture characteristics from data dependency, achieving strong correlation with actual performance across 175+ diverse model architectures.