Search Results for author: Zhibo Liu

Found 3 papers, 0 papers with code

Unveiling Single-Bit-Flip Attacks on DNN Executables

no code implementations12 Sep 2023 Yanzuo Chen, Zhibo Liu, Yuanyuan Yuan, Sihang Hu, Tianxiang Li, Shuai Wang

Nevertheless, we find that DNN executables contain extensive, severe (e. g., single-bit flip), and transferrable attack surfaces that are not present in high-level DNN models and can be exploited to deplete full model intelligence and control output labels.

Decompiling x86 Deep Neural Network Executables

no code implementations3 Oct 2022 Zhibo Liu, Yuanyuan Yuan, Shuai Wang, Xiaofei Xie, Lei Ma

BTD takes DNN executables and outputs full model specifications, including types of DNN operators, network topology, dimensions, and parameters that are (nearly) identical to those of the input models.

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