Papers with semantic-preserving
DIP: Dead code Insertion based Black-box Attack for Programming Language Model (2023.acl-long)
Copied to clipboard
| Challenge: | Existing methods to attack natural language models are difficult to apply due to the requirements. |
| Approach: | They propose a black-box attack method that generates adversarial examples using dead code insertion. |
| Outcome: | The proposed method outperforms the state-of-the-art black-box attack in both attack efficiency and attack quality on 9 victim downstream-task large code models. |