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

arXiv:2405.04108v1 Announce Type: new
Abstract: Recent booming development of Generative Artificial Intelligence (GenAI) has facilitated an emerging model commercialization for the purpose of reinforcement on model performance, such as licensing or trading Deep Neural Network (DNN) models. However, DNN model trading may trigger concerns of the unauthorized replications or misuses over the model, so that the benefit of the model ownership will be violated. Model identity auditing is a challenging issue in protecting intellectual property of DNN models and verifying …

artificial artificial intelligence arxiv auditing cs.ai cs.cr development distributed distributed identity emerging genai generative generative artificial intelligence identity intelligence licensing may network neural network performance privacy purpose trading trigger unauthorized