Cyber & IT Supervisory Forum - Additional Resources

How were sensitive variables (e.g., demographic and socioeconomic categories) that may be subject to regulatory compliance specifically selected or not selected for modeling purposes? Did your organization implement a risk management system to address risks involved in deploying the identified AI solution (e.g., personnel risk or changes to commercial objectives)? How will the accountable human(s) address changes in accuracy and precision due to either an adversary’s attempts to disrupt the AI or unrelated changes in the operational/business environment? How will user and peer engagement be integrated into the model development process and periodic performance review once deployed? GAO-21-519SP - Artificial Intelligence: An Accountability Framework for Federal Agencies & Other Entities. Artificial Intelligence Ethics Framework for the Intelligence Community. AI Transparency Resources Batya Friedman, and David G. Hendry. Value Sensitive Design: Shaping Technology with Moral Imagination. Cambridge, MA: The MIT Press, 2019. Batya Friedman, David G. Hendry, and Alan Borning. “A Survey of Value Sensitive Design Methods.” Foundations and Trends in Human-Computer Interaction 11, no. 2 (November 22, 2017): 63–125. Steven Umbrello, and Ibo van de Poel. “Mapping Value Sensitive Design onto AI for Social Good Principles.” AI and Ethics 1, no. 3 (February 1, 2021): 283–96. Karen Boyd. “Designing Up with Value-Sensitive Design: Building a Field Guide for Ethical ML Development.” FAccT '22: 2022 ACM Conference on Fairness, Accountability, and Transparency, June 20, 2022, 2069–82. Janet Davis and Lisa P. Nathan. “Value Sensitive Design: Applications, Adaptations, and Critiques.” In Handbook of Ethics, Values, and Technological Design, edited by Jeroen van den Hoven, Pieter E. Vermaas, and Ibo van de Poel, January 1, 2015, 11– 40. Ben Shneiderman. Human-Centered AI. Oxford: Oxford University Press, 2022 Shneiderman, Ben. “Human-Centered AI.” Issues in Science and Technology 37, no. 2 (2021): 56–61. Shneiderman, Ben. “Tutorial: Human-Centered AI: Reliable, Safe and Trustworthy.” IUI '21 Companion: 26th International Conference on Intelligent User Interfaces - Companion, April 14, 2021, 7–8. References

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