This workshop is the second in a series focused on interpretability and explainability. The first workshop, titled "XAI in Action: Past, Present, and Future Applications," was held at NeurIPS 2023. In this edition, we aim to bridge classical interpretability and modern methods for foundation models. We retain the core organizing team from the previous workshop while welcoming three new members. Additionally, we have introduced research roundtables to support community building.