2 papers
cs.LG2026
DRGW: Learning Disentangled Representations for Robust Graph Watermarking
Jiasen Li, Yanwei Liu, Zhuoyi Shang +2
Graph-structured data is foundational to numerous web applications, and watermarking is crucial for protecting their intellectual property and ensuring data provenance. Existing wa…
cs.CR2026
Attesting Model Lineage by Consisted Knowledge Evolution with Fine-Tuning Trajectory
Zhuoyi Shang, Jiasen Li, Pengzhen Chen +3
The fine-tuning technique in deep learning gives rise to an emerging lineage relationship among models. This lineage provides a promising perspective for addressing security concer…