Papers with ideas and techniques
Unsupervised Binary Code Translation with Application to Code Clone Detection and Vulnerability Discovery (2023.findings-emnlp)
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| Challenge: | a recent study shows that binary code analysis is a key problem in software security research. |
| Approach: | They propose to apply Neural Machine Translation to binary code analysis . they translate a binary in a low-resource ISA and train a model on the high-resourced ISA . |
| Outcome: | The proposed model can be used to analyze binary code across ISAs using a high-resource ISA. |