arxivcs.LG2026-07-24
DCS: A Unified Conditional Sensitivity Framework for Cross-Modal Copyright Infringement Detection
Currently, most foundation models can reproduce or strongly depend on copyrighted training content, but output similarity alone is insufficient for infringement detection, because similar outputs may also arise from public-domain concepts, common stylistic conventions, or ordinar…