Adversarial Recommendation Attacks

Adversarial Recommendation Attacks is a systematic method designed to manipulate recommendation systems by crafting malicious inputs or perturbations that exploit model vulnerabilities, thereby degrading recommendation accuracy or promoting undesirable items without explicit access to the model's internal parameters.

Publications

5.3K

Citations

264

Authors

117

Institutions

Publications per year

2017–2026

Variants

Adversarial Attacks On Recommender Systems

Parents

Trust In Recommendation

Publications

Toward trustworthy recommender systems

Bamshad Mobasher, Robin Burke, Runa Bhaumik et al. · ACM Transactions on Internet Technology · 2007 · 465 citations

Computing, Computer Science, Cybersecurity +17

Shilling attacks against recommender systems: a comprehensive survey

İhsan Güneş, Cihan Kaleli, Alper Bilge et al. · Artificial Intelligence Review · 2012 · 327 citations

Computing, Computer Science, Cybersecurity +14

Classification features for attack detection in collaborative recommender systems

Robin Burke, Bamshad Mobasher, Chad Williams et al. · 2006 · 251 citations

Computing, Computer Science, Cybersecurity +17

Poisoning Attacks to Graph-Based Recommender Systems

Minghong Fang, Guolei Yang, Neil Zhenqiang Gong et al. · 2018 · 215 citations · Full text

Computing, Computer Science, Information Technology +11

Defending recommender systems: detection of profile injection attacks

Chad Williams, Bamshad Mobasher, Robin Burke · Service Oriented Computing and Applications · 2007 · 157 citations

Computing, Computer Science, Cybersecurity +12

1–5 of 86

Authors

264

BM
Bamshad Mobasher
DePaul University, United States
10 publications · 1.5K citations
10
h-index
RB
Robin Burke
DePaul University, United States
9 publications · 1.5K citations
9
h-index
RB
Runa Bhaumik
University of Illinois Chicago, United States
6 publications · 1.1K citations
6
h-index
CW
Chad Williams
DePaul University, United States
6 publications · 1.1K citations
6
h-index
FA
Felice Antonio Merra
Polytechnic University of Bari, Italy
5 publications · 171 citations
5
h-index

1–5 of 264

Institutions

117

1–8 of 117

Venues

IEEE Transactions on Information Forensics and Security
4 publications · 87 citations
4
h-index
arXiv (Cornell University)
Repository · 4 publications · 300 citations
4
h-index
Proceedings of the 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining
Conference · 3 publications · 129 citations
3
h-index
Artificial Intelligence Review
2 publications · 380 citations
2
h-index
IEEE Transactions on Pattern Analysis and Machine Intelligence
TPAMI · 2 publications · 63 citations
2
h-index

1–5