NeuDep: Neural Binary Memory Dependence Analysis

no code implementations • 4 Oct 2022 • Kexin Pei, Dongdong She, Michael Wang, Scott Geng, Zhou Xuan, Yaniv David, Junfeng Yang, Suman Jana, Baishakhi Ray

Notably, NeuDep also outperforms the current state-of-the-art on these tasks.

Trex: Learning Execution Semantics from Micro-Traces for Binary Similarity

1 code implementation • 16 Dec 2020 • Kexin Pei, Zhou Xuan, Junfeng Yang, Suman Jana, Baishakhi Ray

We thus train the model to learn execution semantics from the functions' micro-traces, without any manual labeling effort.

Transfer Learning Vulnerability Detection