Author

Ying Xu

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Open access 2026

Lattice-Quantization Identity Watermarking for Deep Neural Network Ownership Protection

This work proposes a novel lattice quantization-based backdoor watermarking framework for DNNs in black-box settings that embeds the owner’s identity into trigger samples via lattice quantization index modulation, achieving identity encoding while maintaining trigger imperceptibility.

Ying Xu, Zhi-Ying Li, Shanxiang Lyu · IEEE Access · 0 citations