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Xin-Wei Zhang

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Preprint Sep 2026

SteerProbe: Learning to Bypass Safety Steering in Vision-Language Models

Activation steering offers an inference-time defense for vision--language models (VLMs) by modifying intermediate representations without updating backbone parameters. However, protection on benchmark inputs may not persist across alternative expressions of the same harmful request. We investigate this gap using fixed...

Xin-Wei Zhang, Ao-Ting Hu, Hang-Cheng Liu et al. · 0 citations

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