My research centers on the development of context-adaptive AI systems to improve end-user adoption through the integration of technical methods. I deploy these AI systems across various interaction modalities, including user interfaces and embodied agents like robots, to expand their practical applicability. My research unfolds in three key stages: design, development, and deployment. In the design phase, user-centered approaches were used to understand user experiences with AI systems and create design tools for user participation in crafting AI explanations. In the ongoing development stage, a safety-guaranteed AI system for a robot agent was created to automatically provide adaptive solutions and explanations for unforeseen scenarios. The next steps will involve the implementation and evaluation of context-adaptive AI systems in various interaction forms. I seek to prioritize human needs in technology development, creating AI systems that tangibly benefit end-users in real-world applications and enhance interaction experiences.
翻译:我的研究聚焦于通过技术方法整合来开发上下文自适应人工智能系统,以提升终端用户的采纳率。我将这些人工智能系统部署于多种交互模态中,包括用户界面及具身智能体(如机器人),以拓展其实践应用范围。研究围绕三个关键阶段展开:设计、开发与部署。在设计阶段,采用以用户为中心的方法来理解用户与人工智能系统的交互体验,并创建设计工具以使用户参与人工智能解释的构建。在正在进行的开发阶段,针对机器人智能体构建了具备安全保障的人工智能系统,使其能够自动为不可预见场景提供自适应解决方案与解释。后续步骤将涉及在不同交互形式下实施并评估上下文自适应人工智能系统。我致力于在技术开发中优先考虑人类需求,创建能在实际应用中为终端用户带来切实益处并增强交互体验的人工智能系统。