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Muhammad Zeeshan Karamat, Syed Talal Hassan, Christiana Chamon Garcia

Public reference bibliography and cataloged PDF materials authored or published by Muhammad Zeeshan Karamat, Syed Talal Hassan, Christiana Chamon Garcia.

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Depth-Dependent Safety Geometry in Vision-Language Models: Layer-Wise Localization and Bidirectional Refusal Control

Year: 2026 • Source: arxiv.org • Listed PDF

Vision-Language Models (VLMs) are widely deployed, yet the internal mechanisms behind their safety behavior remain poorly understood. We present a lightweight inference-time framework for localizing and manipulating safe...