Why Representation Engineering Works: A Theoretical and Empirical Study in Vision-Language Models

Bowei Tian, Xuntao Lyu, Meng Liu +2

Representation Engineering (RepE) has emerged as a powerful paradigm for enhancing AI transparency by focusing on high-level representations rather than individual neurons or circu…