13 citations · 13 across the 4 of their papers we have counts for
4 papers
IrisFP: Adversarial-Example-based Model Fingerprinting with Enhanced Uniqueness and Robustness
Ziye Geng, Guang Yang, Yihang Chen +1
We propose IrisFP, a novel adversarial-example-based model fingerprinting framework that enhances both uniqueness and robustness by leveraging multi-boundary characteristics, multi…
LiteGuard: Efficient Task-Agnostic Model Fingerprinting with Enhanced Generalization
Guang Yang, Ziye Geng, Yihang Chen +1
Task-agnostic model fingerprinting has recently gained increasing attention due to its ability to provide a universal framework applicable across diverse model architectures and ta…
Fingerprinting Deep Neural Networks for Ownership Protection: An Analytical Approach
Guang Yang, Ziye Geng, Yihang Chen +1
Adversarial-example-based fingerprinting approaches, which leverage the decision boundary characteristics of deep neural networks (DNNs) to craft fingerprints, have proven effectiv…
Sanity-Checking Pruning Methods: Random Tickets can Win the Jackpot
Jingtong Su, Yihang Chen, Tianle Cai +4
Network pruning is a method for reducing test-time computational resource requirements with minimal performance degradation. Conventional wisdom of pruning algorithms suggests that…