Author

Ryan Ramos

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Preprint Aug 2026

Invisible Shortcuts: Why Vision Encoders Know Your Camera

Invisible metadata traces embedded at the pixel level are identified, suggesting that large-scale semantic supervision, whether through categorical labels or billion-scale captions, naturally induces metadata-semantics correlations during pretraining, leading models to convert low-level signals into predictive features...

Vladan Stojni'c, Ryan Ramos, Giorgos Kordopatis-Zilos et al. · 0 citations