This Collection aims to bring together original research on the development of adaptive algorithms that dynamically adjust to user preferences and robust trust calibration that ensure systems communicate uncertainty effectively. It also welcomes efforts on enhancing the system via the integration of ethical considerations and the incorporation of immersive technologies like augmented reality and virtual reality.