How can we ensure that Ubiquitous Computing (UbiComp) research outcomes are both ethical and fair? While fairness in machine learning (ML) has gained traction in recent years, fairness in UbiComp remains unexplored. This workshop aims to discuss fairness in UbiComp research and its social, technical, and legal implications. From a social perspective, we will examine the relationship between fairness and UbiComp research and identify pathways to ensure that ubiquitous technologies do not cause harm or infringe on individual rights. From a technical perspective, we will initiate a discussion on data practices to develop bias mitigation approaches tailored to UbiComp research. From a legal perspective, we will examine how new policies shape our community's work and future research. We aim to foster a vibrant community centered around the topic of responsible UbiComp, while also charting a clear path for future research endeavours in this field.

翻译：如何确保普适计算（UbiComp）研究成果既符合伦理又具备公平性？尽管近年来机器学习（ML）中的公平性问题已引起广泛关注，但UbiComp领域的公平性研究仍处于未探索状态。本研讨会旨在探讨UbiComp研究中的公平性问题及其社会、技术与法律层面的影响。从社会维度出发，我们将审视公平性与UbiComp研究之间的关系，并探索确保普适技术不造成损害或侵犯个人权利的可行路径。从技术维度而言，我们将启动关于数据实践的讨论，以开发适用于UbiComp研究的偏见缓解方法。在法律维度上，我们将分析新政策如何影响本领域的研究工作与未来方向。我们致力于围绕负责任的UbiComp这一核心议题培育富有活力的学术社群，同时为该领域的未来研究工作规划清晰的发展路线图。