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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Zane Kumar

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Preprint Aug 2026

Frozen DINO Localizes Image Edits Without a Localizer

Localized image edits can change a photograph's meaning while leaving most of it authentic, so forensic analysis must identify where an edit occurred. We show that patch-level perturbation responses from frozen DINO encoders are themselves localization maps. Training-free Localization of AI-image Edits from patch-token...

Zane Kumar, Vishal Jain, Bernhard Kainz · 0 citations

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