Explanation User Interfaces: A Systematic Literature Review
This systematic literature review synthesized academic research to understand how to design effective Explanation User Interfaces (XUIs) for black-box AI systems. The study found that XUIs must be user-centered, prioritizing transparency and trust by integrating specific XAI techniques like feature importance and counterfactuals. It concludes by proposing the HERMES platform as a tool to guide practitioners in building reliable, interactive explanatory interfaces for real-world applications.