Just Rotate it: Deploying Backdoor Attacks via Rotation Transformation-Reference-Cited by-同舟云学术

Just Rotate it: Deploying Backdoor Attacks via Rotation Transformation

Published:2022-11-07 Issue: Volume: Page:
ISSN:
Container-title:Proceedings of the 15th ACM Workshop on Artificial Intelligence and Security
language:
Short-container-title:

Author:

Wu Tong¹,Wang Tianhao¹,Sehwag Vikash¹,Mahloujifar Saeed¹,Mittal Prateek¹

Affiliation:

1. Princeton University, Princeton, NJ, USA

Funder

Office of Naval Research Young Investigator Award

Army Research Office Young Investigator Prize

Princeton Gordon Y. S. Wu Fellowship

Schmidt DataX award

Princeton E-ffiliates Award

National Science Foundation

Princeton First Year Fellowship

ARL?s Army Artificial Intelligence Innovation Institute

Publisher

ACM

Link

https://dl.acm.org/doi/pdf/10.1145/3560830.3563730

Reference57 articles.

1. Battista Biggio , Blaine Nelson , and Pavel Laskov . 2012. Poisoning attacks against support vector machines. arXiv preprint arXiv:1206.6389 ( 2012 ). Battista Biggio, Blaine Nelson, and Pavel Laskov. 2012. Poisoning attacks against support vector machines. arXiv preprint arXiv:1206.6389 (2012).

2. Alexey Bochkovskiy , Chien-Yao Wang , and Hong-Yuan Mark Liao . 2020. YOLOv4: Optimal Speed and Accuracy of Object Detection. ArXiv , Vol. abs/ 2004 .10934 ( 2020 ). Alexey Bochkovskiy, Chien-Yao Wang, and Hong-Yuan Mark Liao. 2020. YOLOv4: Optimal Speed and Accuracy of Object Detection. ArXiv , Vol. abs/2004.10934 (2020).

3. Eitan Borgnia , Valeriia Cherepanova , Liam Fowl , Amin Ghiasi , Jonas Geiping , Micah Goldblum , Tom Goldstein , and Arjun Gupta . 2020. Strong Data Augmentation Sanitizes Poisoning and Backdoor Attacks Without an Accuracy Tradeoff. arXiv preprint arXiv:2011.09527 ( 2020 ). Eitan Borgnia, Valeriia Cherepanova, Liam Fowl, Amin Ghiasi, Jonas Geiping, Micah Goldblum, Tom Goldstein, and Arjun Gupta. 2020. Strong Data Augmentation Sanitizes Poisoning and Backdoor Attacks Without an Accuracy Tradeoff. arXiv preprint arXiv:2011.09527 (2020).

4. Tom B Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan Prafulla Dhariwal Arvind Neelakantan Pranav Shyam Girish Sastry Amanda Askell etal 2020. Language models are few-shot learners. Arxiv (2020). Tom B Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan Prafulla Dhariwal Arvind Neelakantan Pranav Shyam Girish Sastry Amanda Askell et al. 2020. Language models are few-shot learners. Arxiv (2020).

5. Qiong Cao Li Shen Weidi Xie Omkar M. Parkhi and Andrew Zisserman. 2018. VGGFace2: A dataset for recognising faces across pose and age. arxiv: 1710.08092 [cs.CV] Qiong Cao Li Shen Weidi Xie Omkar M. Parkhi and Andrew Zisserman. 2018. VGGFace2: A dataset for recognising faces across pose and age. arxiv: 1710.08092 [cs.CV]

Cited by 9 articles. 订阅此论文施引文献订阅此论文施引文献，注册后可以免费订阅5篇论文的施引文献，订阅后可以查看论文全部施引文献

1. Towards robustness evaluation of backdoor defense on quantized deep learning models;Expert Systems with Applications;2024-12

2. A Red Teaming Framework for Securing AI in Maritime Autonomous Systems;Applied Artificial Intelligence;2024-09-04

3. BELT: Old-School Backdoor Attacks can Evade the State-of-the-Art Defense with Backdoor Exclusivity Lifting;2024 IEEE Symposium on Security and Privacy (SP);2024-05-19

4. Breaking Speaker Recognition with Paddingback;ICASSP 2024 - 2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP);2024-04-14

5. On Model Outsourcing Adaptive Attacks to Deep Learning Backdoor Defenses;IEEE Transactions on Information Forensics and Security;2024