3 papers
cs.CR2022
A Certifiable Security Patch for Object Tracking in Self-Driving Systems via Historical Deviation Modeling
Xudong Pan, Qifan Xiao, Mi Zhang +1
Self-driving cars (SDC) commonly implement the perception pipeline to detect the surrounding obstacles and track their moving trajectories, which lays the ground for the subsequent…
stat.ML2022
Matryoshka: Stealing Functionality of Private ML Data by Hiding Models in Model
Xudong Pan, Yifan Yan, Shengyao Zhang +2
In this paper, we present a novel insider attack called Matryoshka, which employs an irrelevant scheduled-to-publish DNN model as a carrier model for covert transmission of multipl…
cs.CR2022
MetaV: A Meta-Verifier Approach to Task-Agnostic Model Fingerprinting
Xudong Pan, Yifan Yan, Mi Zhang +1
For model piracy forensics, previous model fingerprinting schemes are commonly based on adversarial examples constructed for the owner's model as the \textit{fingerprint}, and veri…