Please feel welcome to use my slides with proper attribution. Challenges in Fostering (Dis)Trust in AI Ingredients of Generative AI “We propose {insert an explainability method} to increase the trust of users in AI”: What does this mean and how to go about it? Self-Explaining for Intuitive Interaction with AI Self-Explainability for Intuitive and Controllable Interaction: On Reducing Human-Authored Free-Text Explanations for Training</a> Contrastive Explanations of NLP Models Explanation Selection Through The Lens of Free-Text and Contrastive Explanations Reflecting on Interpretability Desiderata with Visual Commonsense Reasoning Teaching Machines Language Understanding Resolving Abstract Anaphors in Discourse: Uphill Battles with Neural Ranking Models and Automatic Data Extraction