A2-DIDM: Privacy-preserving Accumulator-enabled Auditing for Distributed Identity of DNN Model

ArXi:2405.04108v2 Announce Type: replace-cross Recent booming development of Generative Artificial Intelligence (GenAI) has facilitated model commercialization to reinforce the model performance, including licensing or trading Deep Neural Network (DNN) models. However, DNN model trading may violate the benefit of the model owner due to unauthorized replications or misuse of the model. Model identity auditing is a challenging issue in protecting DNN model ownership, and verifying the integrity and ownership of models is one of the critical obstacles.