RAI Guidelines: Method for Generating Responsible AI Guidelines Grounded in Regulations and Usable by (Non-)Technical Roles
Marios Constantinides, Edyta Paulina Bogucka, Daniele Quercia, Susanna Kallio, Mohammad Tahaei
摘要
Many guidelines for responsible AI have been suggested to help AI practitioners in the development of ethical and responsible AI systems. However, these guidelines are often neither grounded in regulation nor usable by different roles, from developers to decision makers. To bridge this gap, we developed a four-step method to generate a list of responsible AI guidelines; these steps are: (1) manual coding of 17 papers on responsible AI; (2) compiling an initial catalog of responsible AI guidelines; (3) refining the catalog through interviews and expert panels; and (4) finalizing the catalog. To evaluate the resulting 22 guidelines, we incorporated them into an interactive tool and assessed them in a user study with 14 AI researchers, engineers, designers, and managers from a large technology company. Through interviews with these practitioners, we found that the guidelines were grounded in current regulations and usable across roles, encouraging self-reflection on ethical considerations at early stages of development. This significantly contributes to the concept of 'Responsible AI by Design'- a design-first approach that embeds responsible AI values throughout the development lifecycle and across various business roles.
问问这篇 Paper
智能体会读完全文。
Lune 把这篇 Paper 索引到了每一个公式,引用它的顶会 Paper 也一样。你提问,回答直接引用原文。
引用它的顶会 Paper6
- Impact Assessment Card: Communicating Risks and Benefits of AI UsesEdyta Paulina Bogucka, Marios Constantinides, Sanja Scepanovic, Daniele QuerciaCSCW 2025 · 被引用 7 次
- Towards a Responsible AI Organizational Maturity ModelAmy Heger, Samir Passi, Shipi Dhanorkar, Zoe Kahn 等CSCW 2025 · 被引用 5 次
- The Hall of AI Fears and Hopes: Comparing the Views of AI Influencers and those of Members of the U.S. Public Through an Interactive PlatformGustavo Moreira, Edyta Paulina Bogucka, Marios Constantinides, Daniele QuerciaCHI 2025 · 被引用 5 次
- AI LEGO: Scaffolding Cross-Functional Collaboration in Industrial Responsible AI Practices during Early Design StagesMuzhe Wu, Yanzhi Zhao, Shuyi Han, Michael Xieyang Liu 等CSCW 2026 · 被引用 1 次
- PASTA: A Scalable Framework for Multi-Policy AI Compliance EvaluationYu Yang, Ig-Jae Kim, Dongwook YoonCHI 2026 · 被引用 1 次
它引用的顶会 Paper12
- Interpreting Interpretability: Understanding Data Scientists' Use of Interpretability Tools for Machine LearningHarmanpreet Kaur, Harsha Nori, Samuel Jenkins, Rich Caruana 等CHI 2020 · 被引用 541 次
- Co-Designing Checklists to Understand Organizational Challenges and Opportunities around Fairness in AIMichael A. Madaio, Luke Stark, Jennifer Wortman Vaughan, Hanna M. WallachCHI 2020 · 被引用 428 次
- Where Responsible AI meets Reality: Practitioner Perspectives on Enablers for Shifting Organizational PracticesBogdana Rakova, Jingying Yang, Henriette Cramer, Rumman ChowdhuryCSCW 2021 · 被引用 326 次
- How do Data Science Workers Collaborate? Roles, Workflows, and ToolsAmy X. Zhang, Michael J. Muller, Dakuo WangCSCW 2020 · 被引用 260 次
- How AI Developers Overcome Communication Challenges in a Multidisciplinary Team: A Case StudyDavid Piorkowski, Soya Park, April Yi Wang, Dakuo Wang 等CSCW 2021 · 被引用 142 次
相关 Paper
- A Scoping Study of Evaluation Practices for Responsible AI Tools: Steps Towards Effectiveness EvaluationsGlen Berman, Nitesh Goyal, Michael MadaioCHI 2024 · 被引用 40 次
- Designing Responsible AI: Adaptations of UX Practice to Meet Responsible AI ChallengesQiaosi Wang, Michael Madaio, Shaun K. Kane, Shivani Kapania 等CHI 2023 · 被引用 90 次
- Guidelines for Integrating Value Sensitive Design in Responsible AI ToolkitsMalak Sadek, Marios Constantinides, Daniele Quercia, Céline MougenotCHI 2024 · 被引用 49 次
- "It is currently hodgepodge": Examining AI/ML Practitioners' Challenges during Co-production of Responsible AI ValuesRama Adithya Varanasi, Nitesh GoyalCHI 2023 · 被引用 52 次
- Responsible Prompting Recommendation: Fostering Responsible AI Practices in Prompting-TimeVagner Figueredo de Santana, Sara E. Berger, Heloisa Candello, Tiago Machado 等CHI 2025 · 被引用 6 次
