We have 3 papers accepted by ACL 2026. Topics involve intrinsic interpretability, RL mechanisms, and reverse LLMs. We have 2 papers accepted by ICML 2026. Topics involve mechanistic data attribution and logical reasoning. One paper was selected as Spotlight Paper (Top 2.2%).