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AiTech Agora: Kostas Tsiakas – Designing Human-AI interactions using Explainable and Human-in-the-Loop AI
June 8 @ 12:30 - 14:00 CEST
In this talk, I will briefly present my work on Human-AI Interaction and the applications of Machine Learning for user modelling and personalization of human-centered AI (HCAI) systems for applications in healthcare and education. More specifically, I will discuss different cases of human-AI interactions with respect to human autonomy and user involvement in the learning and decision making process. I will present my insights from three different HCAI prototypes (socially assistive robots, computer vision for cognitive assessment and personalized game-based learning), considering the levels of interaction and autonomy between different types of human users and the algorithm of an HCAI system. Taking into consideration existing frameworks and guidelines for designing human-AI interactions, the goal of this talk is to highlight the potential benefits of integrating human-in-the-loop (HITL) and Explainable AI (XAI) methods into the design process of human-centered AI systems, and discuss future directions towards a new design space and design possibilities for collaborative learning and hybrid intelligence systems.