Authorize-on-Demand: Dynamic Authorization with Legality-Aware Intellectual Property Protection for VLMs

Researchers propose AoD-IP, a new framework for protecting intellectual property in vision-language models through dynamic authorization and legality-aware assessment. The system allows flexible, user-controlled authorization that can adapt to changing deployment scenarios while preventing unauthorized use of valuable AI models.