2 papers
cs.CR2026
SEW: Strengthening Robustness of Black-box DNN Watermarking via Specificity Enhancement
Huming Qiu, Mi Zhang, Junjie Sun +3
To ensure the responsible distribution and use of open-source deep neural networks (DNNs), DNN watermarking has become a crucial technique to trace and verify unauthorized model re…
cs.CV2025
A Data-Centric Perspective on the Influence of Image Data Quality in Machine Learning Models
Pei-Han Chen, Szu-Chi Chung
In machine learning, research has traditionally focused on model development, with relatively less attention paid to training data. As model architectures have matured and marginal…