2 papers
cs.LG2026
DCS: A Unified Conditional Sensitivity Framework for Cross-Modal Copyright Infringement Detection
Xiafeng Man
Currently, most foundation models can reproduce or strongly depend on copyrighted training content, but output similarity alone is insufficient for infringement detection, because…
cs.CV2025
Copyright Infringement Detection in Text-to-Image Diffusion Models via Differential Privacy
Xiafeng Man, Zhipeng Wei, Jingjing Chen
The widespread deployment of large vision models such as Stable Diffusion raises significant legal and ethical concerns, as these models can memorize and reproduce copyrighted cont…