AI-Enabled Fraudulent Participation in Human-Subjects Research
9:30 AM - 5PM, October 11, 2026
Fraudulent use of AI is increasingly prevalent in human-subjects research, rendering many traditional bot-detection methods ineffective and, consequently, raising significant concerns about data integrity among researchers who work with human-subjects data. Tools are being developed to address concerns about fraudulent participation; however, it remains unclear which best practices to follow for prevention or mitigation, how effective the adopted preventative measures are, and to what extent one can trust the collected data.
In this one-day in-person workshop, we will bring together human-computer interaction and social computing researchers to exchange strategies for addressing fraudulent participation, assess the effectiveness of existing detection methods, discuss the potential risks and opportunities of AI in human-centered research, and develop method-specific guidelines for fraud prevention/detection and the research dissemination/review process.
The workshop involves full-group activities, breakout discussions divided by research methods, and the production of a draft document summarizing method-specific guidelines that will be shared with the wider CSCW community for feedback. We hope that the conversation started during this workshop will spur deeper engagement from CSCW and the wider SIGCHI research community to implement approaches to minimize the negative impact of AI-enabled fraudulent participation in research.
Please fill out this Google Form to express your interest in participating the workshop: TBA
The form will be closed on July 31, 2026.
| Time | Activity |
|---|---|
| 9:30 AM | Welcome, overview, and introductions |
| 10:00 AM | Full-group brainstorming of topic areas |
| 10:40 AM | Ideating and outlining in breakout groups |
| 12:00 PM | Progress reports from each group |
| 12:30 PM | Lunch break |
| 2:00 PM | Check-in to confirm group goals |
| 2:15 PM | Breakout groups begin drafting their sections |
| 4:00 PM | Full group discussion of document |
| 4:45 PM | Discussion of next steps |
| 5:00 PM | Workshop wraps |