Ying Xu

Lattice-Quantization Identity Watermarking for Deep Neural Network Ownership Protection

With the increasing trend of open-sourcing deep neural network (DNN) models, protecting model ownership has become a critical challenge, particularly in high-stakes domains such as medical AI. Existing backdoor-based watermarking methods suffer from two key limitations: visible trigger patterns and the lack of a reliab...