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cs.CR2026
Can Pixels Alone Reveal Image Origin? Minimax Limits and Learnable Interfaces for Passive Provenance
Kai Yao
Passive image provenance asks whether pixels alone can reveal where an image came from: a human, an aggregate AI class, or a particular generator. This becomes a robustness problem…
cs.CR2025
SPRINT: Robust Model Attribution of Generated Images via Secret Pixel Reconstruction
Kai Yao, Marc Juarez
Detecting the source model of AI-generated images is a growing accountability problem. AI fingerprinting techniques address this by detecting imperceptible patterns in the images t…