arXiv：cs.LG· Pratyasha Saha, Yaman Yu, Yang Wang·· 7 小时前AI 评分44
SoK：面向青少年的以人为本 AI 安全研究综述
Systemization of Knowledge (SoK): Human-Centered AI Safety for Youth
AI 导读
一项 SoK 研究系统回顾了 100 项涉及儿童与青少年接触 AI 的实证 HCI 研究，覆盖学校、家庭、护理机构和公共服务场景。研究用 YAIR 风险分类法和 MIT Mitigation Taxonomy 对照措施进行映射，发现多数风险仅有提出或构想的对策，少数已实施，经评估的更少，且现有评估多衡量技术性能而非免受伤害。研究据此指出覆盖缺口与未经检验的防护措施，并提出 HCI 研究的具体方向。
正文
Abstract:While HCI increasingly examines AI-safety for youth, the literature lacks a comprehensive view of what risks have been identified, how they are addressed, and whether proposed protections work in-practice. We systematically reviewed 100 empirical HCI studies involving children and youth interacting with or exposed to AI across schools, homes, care settings, and public services. Using the YAIR taxonomy for risks and the MIT Mitigation Taxonomy for countermeasures, we map which risks have been identified, whether each risk is addressed by countermeasure(s), and whether each countermeasure for that risk is implemented and even evaluated. The risk-countermeasure mapping shows that most risks are matched only with proposed/ideated countermeasures; few countermeasures have been implemented, and fewer still evaluated; and existing evaluations often measure technical performance rather than protection from harm. We identify where coverage is absent, where safeguards remain untested, and propose concrete directions for HCI research to strengthen youth AI-safety.
| Subjects: | Human-Computer Interaction (cs.HC); Artificial Intelligence (cs.AI); Machine Learning (cs.LG) |
| Cite as: | arXiv:2610.08554 [cs.HC] |
| (or arXiv:2610.08554v1 [cs.HC] for this version) | |
| https://doi.org/10.48550/arXiv.2610.08554 arXiv-issued DOI via DataCite (pending registration) |
Submission history
From: Pratyasha Saha [view email]
[v1]
Tue, 6 Oct 2026 15:40:21 UTC (2,830 KB)
来源：arXiv：cs.LG · arxiv.org