Ankit Gupta

SPOOK: Sparse Pixel Optimization for Off-Manifold Knowledge in Vision Encoders

Modern vision encoders are widely used as semantic representations, but the relationship between embedding similarity and human-visible semantics can become unclear far from the natural-image manifold. We probe this regime in a black-box setting by applying sparse pixel edits to blank canvases with a simple pixel-level...