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#safety-assurance News & Analysis

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

2 articles
AINeutralarXiv – CS AI · Apr 157/10
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Dataset Safety in Autonomous Driving: Requirements, Risks, and Assurance

A new framework addresses dataset safety for autonomous driving AI systems by aligning with ISO/PAS 8800 guidelines. The paper establishes structured processes for data collection, annotation, curation, and maintenance while proposing verification strategies to mitigate risks from dataset insufficiencies in perception systems.

AINeutralarXiv – CS AI · Mar 117/10
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Clear, Compelling Arguments: Rethinking the Foundations of Frontier AI Safety Cases

This research paper proposes rethinking safety cases for frontier AI systems by drawing on methodologies from traditional safety-critical industries like aerospace and nuclear. The authors critique current alignment community approaches and present a case study focusing on Deceptive Alignment and CBRN capabilities to establish more robust safety frameworks.