Author

Salma Abdel Magid

2 papers indexed here

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Preprint Oct 2026

Copying As Defense: Protecting Images from Editing By Eliciting Model Copying

Image editors built on diffusion transformers (DiTs), such as Flux Kontext, make it possible to turn a single photograph into a convincing manipulated image, including harmful and non-consensual edits. Proactive defenses aim to prevent such manipulations by adding an imperceptible perturbation before an image is shared...

Salma Abdel Magid, Sanghyuk Chun, Eric Slyman et al. · 0 citations

#artificial intelligence Preprint Oct 2026

Robustness of Internal Signals for Hallucination Detection in Vision-Language Models

This investigation reveals important limitations of the current methods that try to leverage internal VLM signals to detect hallucinations and suggests that strong detection performance is often driven by detecting language-based hallucinations, and when methods rely on token position, they tend to be less visually gro...

Allison Chen, William Yang, Salma Abdel Magid et al. · 0 citations