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PRADA: Practical Black-box Adversarial Attacks against Neural Ranking Models.

Authors :
CHEN WU
RUQING ZHANG
JIAFENG GUO
DE RIJKE, MAARTEN
YIXING FAN
XUEQI CHENG
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 :
Academic Search Index
Journal :
ACM Transactions on Information Systems
Publication Type :
Academic Journal
Accession number :
172034523
Full Text :
https://doi.org/10.1145/3576923