论文标题
推进保证的人工智能和机器学习能力的研究和开发
Advancing the Research and Development of Assured Artificial Intelligence and Machine Learning Capabilities
论文作者
论文摘要
人工智能（AI）和机器学习（ML）在所有战争领域的新型防御能力和智能能力的发展中变得越来越重要。对抗性AI（A2I）和对抗ML（AML）攻击试图欺骗和操纵AI/ML模型。 AI/ML模型必须防御这些攻击。 A2I/AML防御将有助于提供使用AI/ML型号的这些高级功能的必要保证。 A2I工作组（A2IWG）旨在通过在美国国防部和美国情报界培养合作环境，通过新的A2I/AML防御能力来推进AI/ML能力的研究和开发。 A2IWG旨在确定可以直接解决或更直接解决的特定挑战，最初的重点是三个主题：AI可信赖的鲁棒性，AI系统安全性和AI/ML架构漏洞。
Artificial intelligence (AI) and machine learning (ML) have become increasingly vital in the development of novel defense and intelligence capabilities across all domains of warfare. An adversarial AI (A2I) and adversarial ML (AML) attack seeks to deceive and manipulate AI/ML models. It is imperative that AI/ML models can defend against these attacks. A2I/AML defenses will help provide the necessary assurance of these advanced capabilities that use AI/ML models. The A2I Working Group (A2IWG) seeks to advance the research and development of assured AI/ML capabilities via new A2I/AML defenses by fostering a collaborative environment across the U.S. Department of Defense and U.S. Intelligence Community. The A2IWG aims to identify specific challenges that it can help solve or address more directly, with initial focus on three topics: AI Trusted Robustness, AI System Security, and AI/ML Architecture Vulnerabilities.
