Adversarial Attacks and Defenses in Machine Learning-Powered Networks: A Contemporary Survey

11 March 2023

Papers citing "Adversarial Attacks and Defenses in Machine Learning-Powered Networks: A Contemporary Survey"

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Title
Are Gradients on Graph Structure Reliable in Gray-box Attacks? Zihan Liu Yun Luo Lirong Wu Siyuan Li Zicheng Liu Stan Z. Li AAML 54 23 0 07 Aug 2022
Threat Model-Agnostic Adversarial Defense using Diffusion Models Tsachi Blau Roy Ganz Bahjat Kawar Alex M. Bronstein Michael Elad AAML DiffM 68 26 0 17 Jul 2022
Physical Attack on Monocular Depth Estimation with Optimal Adversarial Patches Zhiyuan Cheng James Liang Hongjun Choi Guanhong Tao Zhiwen Cao Dongfang Liu Xiangyu Zhang AAML MDE 39 83 0 11 Jul 2022
Wild Networks: Exposure of 5G Network Infrastructures to Adversarial Examples Giovanni Apruzzese Rodion Vladimirov A.T. Tastemirova Pavel Laskov AAML 71 16 0 04 Jul 2022
A Survey of Robust Adversarial Training in Pattern Recognition: Fundamental, Theory, and Methodologies Zhuang Qian Kaizhu Huang Qiufeng Wang Xu-Yao Zhang OOD AAML ObjD 93 73 0 26 Mar 2022
Query-Efficient Black-box Adversarial Attacks Guided by a Transfer-based Prior Yinpeng Dong Shuyu Cheng Tianyu Pang Hang Su Jun Zhu AAML 53 58 0 13 Mar 2022
Frequency-driven Imperceptible Adversarial Attack on Semantic Similarity Cheng Luo Qinliang Lin Weicheng Xie Bizhu Wu Jinheng Xie Linlin Shen AAML 69 104 0 10 Mar 2022
Knowledge Distillation for Object Detection via Rank Mimicking and Prediction-guided Feature Imitation Gang Li Xiang Li Yujie Wang Shanshan Zhang Yichao Wu Ding Liang ObjD 43 80 0 09 Dec 2021
Universal Adversarial Attacks on Neural Networks for Power Allocation in a Massive MIMO System P. M. Santos M. I. B. R. Manoj Member Ieee Meysam Sadeghi F. I. Erik G. Larsson AAML 17 14 0 10 Oct 2021
Demystifying the Transferability of Adversarial Attacks in Computer Networks Ehsan Nowroozi Yassine Mekdad Mohammad Hajian Berenjestanaki Mauro Conti Abdeslam El Fergougui AAML 59 33 0 09 Oct 2021
Robustness and Generalization via Generative Adversarial Training Omid Poursaeed Tianxing Jiang Harry Yang Serge Belongie SerNam Lim OOD AAML 53 26 0 06 Sep 2021
AdvDrop: Adversarial Attack to DNNs by Dropping Information Ranjie Duan YueFeng Chen Dantong Niu Yun Yang •. A. K. Qin Yuan He AAML 48 91 0 20 Aug 2021
Amplitude-Phase Recombination: Rethinking Robustness of Convolutional Neural Networks in Frequency Domain Guangyao Chen Peixi Peng Li Ma Jia Li Lin Du Yonghong Tian AAML OOD 57 95 0 19 Aug 2021
WaveCNet: Wavelet Integrated CNNs to Suppress Aliasing Effect for Noise-Robust Image Classification Qiufu Li Linlin Shen Sheng Guo Zhihui Lai OOD 48 86 0 28 Jul 2021
Activated Gradients for Deep Neural Networks Mei Liu Liangming Chen Xiaohao Du Long Jin Mingsheng Shang ODL AI4CE 47 141 0 09 Jul 2021
On the Periodic Behavior of Neural Network Training with Batch Normalization and Weight Decay E. Lobacheva M. Kodryan Nadezhda Chirkova A. Malinin Dmitry Vetrov 71 26 0 29 Jun 2021
Adversarial Attacks on Deep Models for Financial Transaction Records I. Fursov Matvey Morozov N. Kaploukhaya Elizaveta Kovtun Rodrigo Rivera-Castro Gleb Gusev Dmitrii Babaev Ivan Kireev Alexey Zaytsev Evgeny Burnaev AAML 57 38 0 15 Jun 2021
Adaptive Adversarial Training for Meta Reinforcement Learning Shiqi Chen Zhengyu Chen Donglin Wang 53 6 0 27 Apr 2021
Removing Adversarial Noise in Class Activation Feature Space Dawei Zhou N. Wang Chunlei Peng Xinbo Gao Xiaoyu Wang Jun Yu Tongliang Liu AAML 47 29 0 19 Apr 2021
Adversarial Sticker: A Stealthy Attack Method in the Physical World Xingxing Wei Yingjie Guo Jie Yu AAML 73 121 0 14 Apr 2021
IoU Attack: Towards Temporally Coherent Black-Box Adversarial Attack for Visual Object Tracking Shuai Jia Yibing Song Chao Ma Xiaokang Yang AAML 74 48 0 27 Mar 2021
Grey-box Adversarial Attack And Defence For Sentiment Classification Ying Xu Xu Zhong Antonio Jimeno Yepes Jey Han Lau VLM AAML 32 53 0 22 Mar 2021
Adversarial Laser Beam: Effective Physical-World Attack to DNNs in a Blink Ranjie Duan Xiaofeng Mao •. A. K. Qin Yun Yang YueFeng Chen Shaokai Ye Yuan He AAML 41 139 0 11 Mar 2021
Group-wise Inhibition based Feature Regularization for Robust Classification Haozhe Liu Haoqian Wu Weicheng Xie Feng Liu Linlin Shen OOD 46 16 0 03 Mar 2021
Random Projections for Improved Adversarial Robustness Ginevra Carbone G. Sanguinetti Luca Bortolussi AAML 44 2 0 18 Feb 2021
CAP-GAN: Towards Adversarial Robustness with Cycle-consistent Attentional Purification Mingu Kang T. Tran Seungju Cho Daeyoung Kim AAML 38 3 0 15 Feb 2021
Robust Deep Learning Ensemble against Deception Wenqi Wei Ling Liu AAML 47 29 0 14 Sep 2020
Adversarial Attack on Large Scale Graph Jintang Li Tao Xie Liang Chen Fenfang Xie Xiangnan He Zibin Zheng AAML 55 67 0 08 Sep 2020
Defending against GAN-based Deepfake Attacks via Transformation-aware Adversarial Faces Chaofei Yang Lei Ding Yiran Chen H. Li AAML 49 46 0 12 Jun 2020
Channel-Aware Adversarial Attacks Against Deep Learning-Based Wireless Signal Classifiers Brian Kim Y. Sagduyu Kemal Davaslioglu T. Erpek S. Ulukus AAML 52 112 0 11 May 2020
Imitation Attacks and Defenses for Black-box Machine Translation Systems Eric Wallace Mitchell Stern D. Song AAML 68 123 0 30 Apr 2020
Adversarial Attacks on Machine Learning Systems for High-Frequency Trading Micah Goldblum Avi Schwarzschild Ankit B. Patel Tom Goldstein AAML 21 28 0 21 Feb 2020
Universal Adversarial Attack on Attention and the Resulting Dataset DAmageNet Sizhe Chen Zhengbao He Chengjin Sun Jie Yang Xiaolin Huang AAML 53 105 0 16 Jan 2020
Efficient Adversarial Training with Transferable Adversarial Examples Haizhong Zheng Ziqi Zhang Juncheng Gu Honglak Lee A. Prakash AAML 53 108 0 27 Dec 2019
Square Attack: a query-efficient black-box adversarial attack via random search Maksym Andriushchenko Francesco Croce Nicolas Flammarion Matthias Hein AAML 75 987 0 29 Nov 2019
Defense Against Adversarial Attacks Using Feature Scattering-based Adversarial Training Haichao Zhang Jianyu Wang AAML 59 230 0 24 Jul 2019
CutMix: Regularization Strategy to Train Strong Classifiers with Localizable Features Sangdoo Yun Dongyoon Han Seong Joon Oh Sanghyuk Chun Junsuk Choe Y. Yoo OOD 604 4,766 0 13 May 2019
On the Connection Between Adversarial Robustness and Saliency Map Interpretability Christian Etmann Sebastian Lunz Peter Maass Carola-Bibiane Schönlieb AAML FAtt 58 161 0 10 May 2019
Searching for MobileNetV3 Andrew G. Howard Mark Sandler Grace Chu Liang-Chieh Chen Bo Chen ... Yukun Zhu Ruoming Pang Vijay Vasudevan Quoc V. Le Hartwig Adam 333 6,737 0 06 May 2019
Self-Driving Cars: A Survey C. Badue Rânik Guidolini Raphael V. Carneiro Pedro Azevedo Vinicius B. Cardoso ... T. M. Paixão Filipe Wall Mutz Lucas Veronese Thiago Oliveira-Santos Alberto F. de Souza LRM 103 946 0 14 Jan 2019
Feature Distillation: DNN-Oriented JPEG Compression Against Adversarial Examples Zihao Liu Qi Liu Tao Liu Nuo Xu Xue Lin Yanzhi Wang Wujie Wen AAML MQ 47 262 0 14 Mar 2018
Obfuscated Gradients Give a False Sense of Security: Circumventing Defenses to Adversarial Examples Anish Athalye Nicholas Carlini D. Wagner AAML 199 3,180 0 01 Feb 2018
Towards Deep Learning Models Resistant to Adversarial Attacks Aleksander Madry Aleksandar Makelov Ludwig Schmidt Dimitris Tsipras Adrian Vladu SILM OOD 281 12,029 0 19 Jun 2017
Adversarial Machine Learning at Scale Alexey Kurakin Ian Goodfellow Samy Bengio AAML 461 3,138 0 04 Nov 2016
Universal adversarial perturbations Seyed-Mohsen Moosavi-Dezfooli Alhussein Fawzi Omar Fawzi P. Frossard AAML 130 2,525 0 26 Oct 2016
Towards Evaluating the Robustness of Neural Networks Nicholas Carlini D. Wagner OOD AAML 241 8,548 0 16 Aug 2016
Measuring Neural Net Robustness with Constraints Osbert Bastani Yani Andrew Ioannou Leonidas Lampropoulos Dimitrios Vytiniotis A. Nori A. Criminisi AAML 69 424 0 24 May 2016
Intriguing properties of neural networks Christian Szegedy Wojciech Zaremba Ilya Sutskever Joan Bruna D. Erhan Ian Goodfellow Rob Fergus AAML 251 14,912 1 21 Dec 2013
Manifold estimation and singular deconvolution under Hausdorff loss Christopher R. Genovese M. Perone-Pacifico I. Verdinelli Larry A. Wasserman UQCV 65 101 0 21 Sep 2011