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Towards Evaluating the Robustness of Neural Networks

16 August 2016

Papers citing "Towards Evaluating the Robustness of Neural Networks"

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Title
Adversarial Neon Beam: A Light-based Physical Attack to DNNs Chen-Hao Hu Weiwen Shi Wen Li AAML 108 9 0 02 Apr 2022
FrequencyLowCut Pooling -- Plug & Play against Catastrophic Overfitting Julia Grabinski Steffen Jung J. Keuper Margret Keuper AAML 79 22 0 01 Apr 2022
Simulator-based explanation and debugging of hazard-triggering events in DNN-based safety-critical systems Hazem M. Fahmy F. Pastore Lionel C. Briand Thomas Stifter AAML 103 15 0 01 Apr 2022
Improving Adversarial Transferability via Neuron Attribution-Based Attacks Jianping Zhang Weibin Wu Jen-tse Huang Yizhan Huang Wenxuan Wang Yuxin Su Michael R. Lyu AAML 106 136 0 31 Mar 2022
Investigating Top- $k$ White-Box and Transferable Black-box Attack Chaoning Zhang Philipp Benz Adil Karjauv Jae-Won Cho Kang Zhang In So Kweon 94 44 0 30 Mar 2022
StyleFool: Fooling Video Classification Systems via Style Transfer Yu Cao Xi Xiao Ruoxi Sun Derui Wang Minhui Xue Sheng Wen AAML 131 26 0 30 Mar 2022
Recent improvements of ASR models in the face of adversarial attacks R. Olivier Bhiksha Raj AAML 126 14 0 29 Mar 2022
NICGSlowDown: Evaluating the Efficiency Robustness of Neural Image Caption Generation Models Simin Chen Zihe Song Mirazul Haque Cong Liu Wei Yang 80 42 0 29 Mar 2022
Zero-Query Transfer Attacks on Context-Aware Object Detectors Zikui Cai S. Rane Alejandro E. Brito Chengyu Song S. Krishnamurthy Amit K. Roy-Chowdhury M. Salman Asif AAML 71 23 0 29 Mar 2022
Boosting Black-Box Adversarial Attacks with Meta Learning Junjie Fu Jian Sun Chongqing AAML 36 4 0 28 Mar 2022
Robust Unlearnable Examples: Protecting Data Against Adversarial Learning Shaopeng Fu Fengxiang He Yang Liu Li Shen Dacheng Tao 80 26 0 28 Mar 2022
Text Adversarial Purification as Defense against Adversarial Attacks Linyang Li Demin Song Xipeng Qiu AAML 79 17 0 27 Mar 2022
How to Robustify Black-Box ML Models? A Zeroth-Order Optimization Perspective Yimeng Zhang Yuguang Yao Jinghan Jia Jinfeng Yi Min-Fong Hong Shiyu Chang Sijia Liu AAML 129 34 0 27 Mar 2022
Reverse Engineering of Imperceptible Adversarial Image Perturbations Yifan Gong Yuguang Yao Yize Li Yimeng Zhang Xiaoming Liu Xinyu Lin Sijia Liu AAML 172 21 0 26 Mar 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 128 73 0 26 Mar 2022
A Manifold View of Adversarial Risk Wen-jun Zhang Yikai Zhang Xiaoling Hu Mayank Goswami Chao Chen Dimitris N. Metaxas AAML 65 6 0 24 Mar 2022
A Perturbation-Constrained Adversarial Attack for Evaluating the Robustness of Optical Flow Jenny Schmalfuss Philipp Scholze Andrés Bruhn AAML 86 19 0 24 Mar 2022
NPC: Neuron Path Coverage via Characterizing Decision Logic of Deep Neural Networks Xiaofei Xie Tianlin Li Jian-Xun Wang Lei Ma Qing Guo Felix Juefei Xu Yang Liu AAML 95 55 0 24 Mar 2022
Powerful Physical Adversarial Examples Against Practical Face Recognition Systems Inderjeet Singh Toshinori Araki Kazuya Kakizaki AAML 101 13 0 23 Mar 2022
Making DeepFakes more spurious: evading deep face forgery detection via trace removal attack Chi Liu Huajie Chen Tianqing Zhu Jun Zhang Wanlei Zhou AAML 71 24 0 22 Mar 2022
PublicCheck: Public Integrity Verification for Services of Run-time Deep Models Shuo Wang Sharif Abuadbba Sidharth Agarwal Kristen Moore Ruoxi Sun Minhui Xue Surya Nepal S. Çamtepe S. Kanhere HILM 78 7 0 21 Mar 2022
Adversarial Parameter Attack on Deep Neural Networks Lijia Yu Yihan Wang Xiao-Shan Gao AAML 76 9 0 20 Mar 2022
Efficient Neural Network Analysis with Sum-of-Infeasibilities Haoze Wu Aleksandar Zeljić Guy Katz Clark W. Barrett AAML 113 31 0 19 Mar 2022
RoVISQ: Reduction of Video Service Quality via Adversarial Attacks on Deep Learning-based Video Compression Jung-Woo Chang Mojan Javaheripi Seira Hidano F. Koushanfar 98 8 0 18 Mar 2022
Towards Robust 2D Convolution for Reliable Visual Recognition Lida Li Shuai Li Kun Wang Xiangchu Feng Lei Zhang 43 1 0 18 Mar 2022
AutoAdversary: A Pixel Pruning Method for Sparse Adversarial Attack Jinqiao Li Xiaotao Liu Jian Zhao S. Furao AAML 34 1 0 18 Mar 2022
Self-Ensemble Adversarial Training for Improved Robustness Hongjun Wang Yisen Wang OOD AAML 65 51 0 18 Mar 2022
Provable Adversarial Robustness for Fractional Lp Threat Models Alexander Levine Soheil Feizi 25 2 0 16 Mar 2022
What Do Adversarially trained Neural Networks Focus: A Fourier Domain-based Study Binxiao Huang Chaofan Tao R. Lin Ngai Wong AAML OOD 60 3 0 16 Mar 2022
Attacking deep networks with surrogate-based adversarial black-box methods is easy Nicholas A. Lord Romain Mueller Luca Bertinetto AAML MLAU 141 25 0 16 Mar 2022
Patch-Fool: Are Vision Transformers Always Robust Against Adversarial Perturbations? Y. Fu Shunyao Zhang Shan-Hung Wu Cheng Wan Yingyan Lin AAML 124 67 0 16 Mar 2022
Adversarial amplitude swap towards robust image classifiers Tan Yang K. Kawamoto Hiroshi Kera AAML 40 1 0 14 Mar 2022
Defending Against Adversarial Attack in ECG Classification with Adversarial Distillation Training Jiahao Shao Shijia Geng Zhaoji Fu Wei-Zhao Xu Tong Liu linda Qiao AAML 59 4 0 14 Mar 2022
Generating Practical Adversarial Network Traffic Flows Using NIDSGAN B. Zolbayar Ryan Sheatsley Patrick McDaniel Mike Weisman Sencun Zhu Shitong Zhu S. Krishnamurthy GAN AAML 56 15 0 13 Mar 2022
LAS-AT: Adversarial Training with Learnable Attack Strategy Xiaojun Jia Yong Zhang Baoyuan Wu Ke Ma Jue Wang Xiaochun Cao AAML 80 140 0 13 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 69 60 0 13 Mar 2022
The worst of both worlds: A comparative analysis of errors in learning from data in psychology and machine learning Jessica Hullman Sayash Kapoor Priyanka Nanayakkara Andrew Gelman Arvind Narayanan 149 39 0 12 Mar 2022
Enhancing Adversarial Training with Second-Order Statistics of Weights Gao Jin Xinping Yi Wei Huang S. Schewe Xiaowei Huang AAML 89 48 0 11 Mar 2022
SoK: On the Semantic AI Security in Autonomous Driving Junjie Shen Ningfei Wang Ziwen Wan Yunpeng Luo Takami Sato ... Zhenyu Zhong Kang Li Ziming Zhao Chunming Qiao Qi Alfred Chen AAML 84 41 0 10 Mar 2022
Practical Evaluation of Adversarial Robustness via Adaptive Auto Attack Ye Liu Yaya Cheng Lianli Gao Xianglong Liu Qilong Zhang Jingkuan Song AAML 122 61 0 10 Mar 2022
Frequency-driven Imperceptible Adversarial Attack on Semantic Similarity Cheng Luo Qinliang Lin Weicheng Xie Bizhu Wu Jinheng Xie Linlin Shen AAML 148 105 0 10 Mar 2022
$Reverse Engineering $\ell_p$ attacks: A block-sparse optimization approach with recovery guarantees$ Reverse Engineering $\ell_p$ attacks: A block-sparse optimization approach with recovery guarantees D. Thaker Paris V. Giampouras René Vidal AAML 46 6 0 09 Mar 2022
$Binary Classification Under $\ell_0$ Attacks for General Noise Distribution$ Binary Classification Under $\ell_0$ Attacks for General Noise Distribution Payam Delgosha Hamed Hassani Ramtin Pedarsani AAML 109 0 0 09 Mar 2022
Defending Black-box Skeleton-based Human Activity Classifiers He Wang Yunfeng Diao Zichang Tan G. Guo AAML 133 10 0 09 Mar 2022
Machine Learning in NextG Networks via Generative Adversarial Networks E. Ayanoglu Kemal Davaslioglu Y. Sagduyu GAN 69 34 0 09 Mar 2022
Adaptative Perturbation Patterns: Realistic Adversarial Learning for Robust Intrusion Detection João Vitorino Nuno Oliveira Isabel Praça AAML 58 29 0 08 Mar 2022
Robustly-reliable learners under poisoning attacks Maria-Florina Balcan Avrim Blum Steve Hanneke Dravyansh Sharma AAML OOD 88 16 0 08 Mar 2022
Shape-invariant 3D Adversarial Point Clouds Qidong Huang Xiaoyi Dong Dongdong Chen Hang Zhou Weiming Zhang Nenghai Yu 3DPC 101 73 0 08 Mar 2022
ART-Point: Improving Rotation Robustness of Point Cloud Classifiers via Adversarial Rotation Robin Wang Yibo Yang Dacheng Tao 3DPC 126 18 0 08 Mar 2022
Shadows can be Dangerous: Stealthy and Effective Physical-world Adversarial Attack by Natural Phenomenon Yiqi Zhong Xianming Liu Deming Zhai Junjun Jiang Xiangyang Ji AAML 165 153 0 08 Mar 2022