The goal of this EnCORE workshop is to bring together researchers working on different aspects of interpretability in modern AI systems to enable Trustworthy AI. We aim to discuss recent advancements, theoretical foundations, and emerging directions across topics such as automated interpretability methods, representation and concept-level analysis, next-generation interpretable model architectures, trustworthiness and limitations of explanations, and new tools for […]