Papers with vulnerability detection tasks
Code Vulnerability Detection via Nearest Neighbor Mechanism (2022.findings-emnlp)
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| Challenge: | Existing methods to learn code semantics from source code are difficult to identify. |
| Approach: | They propose a method which retrieves multiple neighbor samples and utilizes label information to provide help for model predictions. |
| Outcome: | Extensive experiments show that the proposed method can achieve obvious performance improvements compared to baseline models. |