CPR: Retrieval Augmented Generation for Copyright Protection

arXiv:2403.18920v1 Announce Type: new
Abstract: Retrieval Augmented Generation (RAG) is emerging as a flexible and robust technique to adapt models to private users data without training, to handle credit attribution, and to allow efficient machine unlearning at scale. However, RAG techniques for image generation may lead to parts of the retrieved samples being copied in the model's output. To reduce risks of leaking private information contained in the retrieved set, we introduce Copy-Protected generation with Retrieval (CPR), a new method …

arxiv attribution copyright copyright protection credit cs.ai cs.cr cs.cv data emerging image image generation machine may parts private protection rag scale techniques training