Weiya Li

Gnothi Seauton: Empowering Faithful Self-Interpretability in Black-Box Transformers

The debate between self-interpretable models and post-hoc explanations for black-box models is central to Explainable AI (XAI). Self-interpretable models, such as concept-based networks, offer insights by connecting decisions to human-understandable concepts but often struggle with performance and s…