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安全性・信頼性arXiv:2002.08210

信頼できる自律・認知システムへの構造的アプローチ

A Structured Approach to Trustworthy Autonomous/Cognitive Systems

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安全性基準を拡張した参照ライフサイクルを提案し、AI駆動の自律・認知システムの信頼性を確保する枠組みを示した論文。

著者: Henrik J. Putzer, Ernest Wozniak

分類: cs.AI, cs.CR, cs.RO

原文アブストラクト

Autonomous systems with cognitive features are on their way into the market. Within complex environments, they promise to implement complex and goal oriented behavior even in a safety related context. This behavior is based on a certain level of situational awareness (perception) and advanced de-cision making (deliberation). These systems in many cases are driven by artificial intelligence (e.g. neural networks). The problem with such complex systems and with using AI technology is that there is no generally accepted approach to ensure trustworthiness. This paper presents a framework to exactly fill this gap. It proposes a reference lifecycle as a structured approach that is based on current safety standards and enhanced to meet the requirements of autonomous/cog-nitive systems and trustworthiness.

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