Sep 2026
Efficient and robust DNN model fingerprint with decision difference regions identification
This paper upgrades fingerprint evidence from a source-boundary transferability heuristic to an explicit ownership-separation objective, formulate fingerprint construction as a decision difference region (DDR) search problem and solve it with two non-invasive variants, giving owners a tunable trade-off between construc...
Tian-Xiang Luo, Zi Yang, Xiao-Rui Dai et al.
· Applied intelligence (Boston... · 0 citations