Papers with victim or component model of choice
XVD: Cross-Vocabulary Differentiable Training for Generative Adversarial Attacks (2024.lrec-main)
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| Challenge: | Existing approaches to create adversarial examples using tokens are not sufficient to ensure other desirable properties such as similarity to non-adversarial examples, linguistic fluency, and so forth. |
| Approach: | They propose a method which leverages a set of pretrained language models to promote similarity to non-adversarial examples, linguistic fluency, and so forth. |
| Outcome: | The proposed approach outperforms existing methods and is competitive with token-based approaches. |