Author

Benedetta Tondi

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#artificial intelligence Jul 2026

Representation and Reference Selection in Training-Free Synthetic Image Attribution

The findings show that training-free reference-based attribution should be understood as the interaction between where images are compared, how the reference set is constructed, and how many references are available, and that attribution accuracy generally peaks at intermediate representation levels.

Meiling Li, Pietro Bongini, Benedetta Tondi et al. · arXiv.org · 0 citations

#artificial intelligence Preprint Sep 2026

Dissecting Agentic Forensics: The Role of Triage, Prompting, and Evidence Arbitration in Open-World Fake Image Detection

Image forensics is increasingly an open-world problem: manipulations range from fully synthetic images to localized edits, splicing and swapping, while most forensic detectors remain specialized to a single manipulation family. Agentic AI has recently emerged as a promising solution. In principle, such systems can asse...

Xian-Long Li, Pietro Bongini, N. Pancino et al. · 0 citations