论文标题
强大人工智能系统保证（RAISA）研讨会的会议记录2022
Proceedings of the Robust Artificial Intelligence System Assurance (RAISA) Workshop 2022
论文作者
论文摘要
健壮的人工智能系统保证（RAISA）研讨会将重点关注健壮人工智能（AI）和机器学习（ML）系统的研究，开发和应用。我们的方法不是研究特定ML算法的鲁棒性，而是在系统架构层面，开发和部署以及在人机组合的情况下探索鲁棒性保证。在特定情况下，研究界正在为单个AI模型的强大解决方案融合，但评估和确保AI系统在整个生命周期中的鲁棒性的问题要复杂得多。此外，部署AI系统的操作环境需要考虑鲁棒性及其与公平，隐私和解释性原则的关系。
The Robust Artificial Intelligence System Assurance (RAISA) workshop will focus on research, development and application of robust artificial intelligence (AI) and machine learning (ML) systems. Rather than studying robustness with respect to particular ML algorithms, our approach will be to explore robustness assurance at the system architecture level, during both development and deployment, and within the human-machine teaming context. While the research community is converging on robust solutions for individual AI models in specific scenarios, the problem of evaluating and assuring the robustness of an AI system across its entire life cycle is much more complex. Moreover, the operational context in which AI systems are deployed necessitates consideration of robustness and its relation to principles of fairness, privacy, and explainability.
