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PRADA: Practical Black-box Adversarial Attacks against Neural Ranking Models.
- Source :
- ACM Transactions on Information Systems; Oct2023, Vol. 41 Issue 4, p1-27, 27p
- Publication Year :
- 2023
-
Abstract
- The article's focus lies in examining the vulnerability of neural ranking models (NRMs) to adversarial attacks, particularly emphasizing the Word Substitution Ranking Attack (WSRA) task, aiming to enhance a target document's ranking by subtly altering its text. It covers topics such as proposing a novel PRADA method for generating adversarial examples, conducting experiments on web search datasets, and highlighting the importance of identifying NRM vulnerabilities to enhance model robustness.
Details
- Language :
- English
- ISSN :
- 10468188
- Volume :
- 41
- Issue :
- 4
- Database :
- Complementary Index
- Journal :
- ACM Transactions on Information Systems
- Publication Type :
- Academic Journal
- Accession number :
- 172034523
- Full Text :
- https://doi.org/10.1145/3576923