Papers with software security tasks
Learning Cross-Architecture Instruction Embeddings for Binary Code Analysis in Low-Resource Architectures (2024.findings-naacl)
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| Challenge: | Applying deep learning to binary code analysis has drawn great attention because of its notable performance. |
| Approach: | They propose to learn cross-architecture instruction embeddings where semantically-similar instructions have close embeddements in a shared space. |
| Outcome: | The proposed approach generates high-quality CAIE with good transferability on four ISAs. |