1 citations · 1 across the 3 of their papers we have counts for
3 papers
cs.CL2026
Safety Cost of Steering Vectors Is Separable and Reducible
Yuxiao Li, Gjergji Kasneci
Steering vectors are a lightweight tool for controlling LLM behavior. However, emerging evidence shows that steering vectors can unintentionally compromise a model's safety mechani…
cs.CR2026
Analysing the Safety Pitfalls of Steering Vectors
Yuxiao Li, Alina Fastowski, Efstratios Zaradoukas +2
Activation steering has emerged as a powerful tool to shape LLM behavior without the need for weight updates. While its inherent brittleness and unreliability are well-documented,…
cs.LG2023★ 1 cited
Red Teaming Deep Neural Networks with Feature Synthesis Tools
Stephen Casper, Yuxiao Li, Jiawei Li +4
Interpretable AI tools are often motivated by the goal of understanding model behavior in out-of-distribution (OOD) contexts. Despite the attention this area of study receives, the…