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Towards Deep Learning Models Resistant to Adversarial Attacks

19 June 2017

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Papers citing "Towards Deep Learning Models Resistant to Adversarial Attacks"

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Title
Breaking Barriers in Physical-World Adversarial Examples: Improving Robustness and Transferability via Robust Feature Yichen Wang Yuxuan Chou Ziqi Zhou Hangtao Zhang Wei Wan Shengshan Hu Minghui Li AAML 170 5 0 22 Dec 2024
NumbOD: A Spatial-Frequency Fusion Attack Against Object Detectors Ziqi Zhou Bowen Li Yufei Song Zhifei Yu Shengshan Hu Wei Wan L. Zhang Dezhong Yao Hai Jin AAML 177 2 0 22 Dec 2024
ErasableMask: A Robust and Erasable Privacy Protection Scheme against Black-box Face Recognition Models Sipeng Shen Yunming Zhang Dengpan Ye Xiuwen Shi Long Tang Haoran Duan Yueyun Shang Zhihong Tian AAML PICV 233 0 0 22 Dec 2024
Forget Vectors at Play: Universal Input Perturbations Driving Machine Unlearning in Image Classification Changchang Sun Ren Wang Yihua Zhang Jinghan Jia Jiancheng Liu Gaowen Liu Sijia Liu Yan Yan AAML MU 172 0 0 21 Dec 2024
Texture- and Shape-based Adversarial Attacks for Vehicle Detection in Synthetic Overhead Imagery Mikael Yeghiazaryan Sai Abhishek Siddhartha Namburu Emily Kim Stanislav Panev Celso de Melo Brent Lance Fernando de la Torre Jessica K. Hodgins AAML 130 0 0 20 Dec 2024
Holistic Adversarially Robust Pruning Qi Zhao Christian Wressnegger 133 10 0 19 Dec 2024
AdvIRL: Reinforcement Learning-Based Adversarial Attacks on 3D NeRF Models Tommy Nguyen Mehmet Ergezer Christian Green 136 0 0 18 Dec 2024
Adversarial Hubness in Multi-Modal Retrieval Tingwei Zhang Fnu Suya Rishi Jha Collin Zhang Vitaly Shmatikov AAML 176 1 0 18 Dec 2024
Targeted View-Invariant Adversarial Perturbations for 3D Object Recognition Christian Green Mehmet Ergezer Abdurrahman Zeybey AAML 108 0 0 17 Dec 2024
Adversarially robust generalization theory via Jacobian regularization for deep neural networks Dongya Wu Xin Li AAML 107 0 0 17 Dec 2024
Sonar-based Deep Learning in Underwater Robotics: Overview, Robustness and Challenges Martin Aubard Ana Madureira Luis F. Teixeira José Pinto AAML 140 3 0 16 Dec 2024
Towards Adversarial Robustness of Model-Level Mixture-of-Experts Architectures for Semantic Segmentation Svetlana Pavlitska Enrico Eisen J. Marius Zöllner AAML UQCV MoE 176 1 0 16 Dec 2024
A Comprehensive Review of Adversarial Attacks on Machine Learning Syed Quiser Ahmed Bharathi Vokkaliga Ganesh Sathyanarayana Sampath Kumar Prakhar Mishra Ravi Anand Bhanuteja Akurathi AAML 99 0 0 16 Dec 2024
Transferable Adversarial Face Attack with Text Controlled Attribute Wenyun Li Zheng Zhang X. Lan D. Jiang AAML 163 2 0 16 Dec 2024
Nearly Zero-Cost Protection Against Mimicry by Personalized Diffusion Models Namhyuk Ahn Kiyoon Yoo Wonhyuk Ahn Daesik Kim Seung-Hun Nam AAML WIGM DiffM 192 0 0 16 Dec 2024
IDProtector: An Adversarial Noise Encoder to Protect Against ID-Preserving Image Generation Yiren Song Pei Yang Hai Ci Mike Zheng Shou 182 4 0 16 Dec 2024
Learning Robust and Privacy-Preserving Representations via Information Theory Binghui Zhang Sayedeh Leila Noorbakhsh Yun Dong Yuan Hong Binghui Wang 157 0 0 15 Dec 2024
PGD-Imp: Rethinking and Unleashing Potential of Classic PGD with Dual Strategies for Imperceptible Adversarial Attacks Jin Li Zitong Yu Ziqiang He Zhong Wang Xiangui Kang AAML 169 0 0 15 Dec 2024
User Identity Protection in EEG-based Brain-Computer Interfaces L. Meng X. Jiang Jingfang Huang Wei Li H. Luo D. Wu 140 9 0 13 Dec 2024
Evaluating Adversarial Attacks on Traffic Sign Classifiers beyond Standard Baselines Svetlana Pavlitska Leopold Müller J. Marius Zöllner AAML 144 0 0 12 Dec 2024
Sampling-based Continuous Optimization with Coupled Variables for RNA Design Wei Yu Tang Ning Dai Tianshuo Zhou David H. Mathews Liang Huang 85 0 0 11 Dec 2024
Data Free Backdoor Attacks Bochuan Cao Jinyuan Jia Chuxuan Hu Wenbo Guo Zhen Xiang Jinghui Chen Yue Liu Dawn Song AAML 158 0 0 09 Dec 2024
Pre-trained Multiple Latent Variable Generative Models are good defenders against Adversarial Attacks Dario Serez Marco Cristani Alessio Del Bue Vittorio Murino Pietro Morerio AAML 164 0 0 04 Dec 2024
Testing Neural Network Verifiers: A Soundness Benchmark with Hidden Counterexamples Xingjian Zhou Hongji Xu Andy Xu Zhouxing Shi Cho-Jui Hsieh Huan Zhang AAML 114 0 0 04 Dec 2024
Specification Generation for Neural Networks in Systems Isha Chaudhary Shuyi Lin Cheng Tan Gagandeep Singh 143 0 0 04 Dec 2024
Hijacking Vision-and-Language Navigation Agents with Adversarial Environmental Attacks Zijiao Yang Xiangxi Shi Eric Slyman Stefan Lee AAML 115 1 0 03 Dec 2024
OODFace: Benchmarking Robustness of Face Recognition under Common Corruptions and Appearance Variations Caixin Kang Yubo Chen Shouwei Ruan Shiji Zhao Ruochen Zhang Jiayi Wang Shan Fu Xingxing Wei CVBM 187 0 0 03 Dec 2024
Robust and Transferable Backdoor Attacks Against Deep Image Compression With Selective Frequency Prior Yi Yu Yufei Wang Wenhan Yang Lanqing Guo Shijian Lu Ling-yu Duan Yap-Peng Tan Alex C. Kot AAML 140 9 0 02 Dec 2024
Adversarial Attacks on Hyperbolic Networks Max van Spengler Jan Zahálka Pascal Mettes AAML OOD 178 0 0 02 Dec 2024
R.I.P.: A Simple Black-box Attack on Continual Test-time Adaptation Trung-Hieu Hoang D. Vo Minh N. Do TTA AAML 173 0 0 02 Dec 2024
DiffPatch: Generating Customizable Adversarial Patches using Diffusion Models Zhixiang Wang Guangnan Ye Xinyu Wang Siheng Chen Ziyi Wang Xingjun Ma Yu-Gang Jiang AAML DiffM 199 0 0 02 Dec 2024
The Evolution and Future Perspectives of Artificial Intelligence Generated Content Chengzhang Zhu Luobin Cui Ying Tang Jiacun Wang 161 1 0 02 Dec 2024
Hard-Label Black-Box Attacks on 3D Point Clouds Daizong Liu Yunbo Tao Pan Zhou Wei Hu 3DPC 158 0 0 30 Nov 2024
Pretrained Reversible Generation as Unsupervised Visual Representation Learning Rongkun Xue Jinouwen Zhang Yazhe Niu Dazhong Shen Bingqi Ma Yu Liu Jing Yang 188 0 0 29 Nov 2024
Random Sampling for Diffusion-based Adversarial Purification Jiancheng Zhang Peiran Dong Yongyong Chen Yin-Ping Zhao Song Guo DiffM 125 1 0 28 Nov 2024
Certified Training with Branch-and-Bound: A Case Study on Lyapunov-stable Neural Control Zhouxing Shi Cho-Jui Hsieh Huan Zhang 144 2 0 27 Nov 2024
Adversarial Training in Low-Label Regimes with Margin-Based Interpolation Tian Ye Rajgopal Kannan Viktor Prasanna AAML 88 0 0 27 Nov 2024
Fall Leaf Adversarial Attack on Traffic Sign Classification Anthony Etim Jakub Szefer AAML 168 3 0 27 Nov 2024
Neural Networks Use Distance Metrics Alan Oursland 79 0 0 26 Nov 2024
RED: Robust Environmental Design Jinghan Yan AAML 100 0 0 26 Nov 2024
PEFTGuard: Detecting Backdoor Attacks Against Parameter-Efficient Fine-Tuning Zhen Sun Tianshuo Cong Yule Liu Chenhao Lin Xinlei He Rongmao Chen Xingshuo Han Xinyi Huang AAML 172 6 0 26 Nov 2024
Noise Diffusion for Enhancing Semantic Faithfulness in Text-to-Image Synthesis Boming Miao Cuiping Li Xiaobei Wang Andi Zhang Rui Sun Zizhe Wang Yao Zhu DiffM 126 0 0 25 Nov 2024
Privacy Protection in Personalized Diffusion Models via Targeted Cross-Attention Adversarial Attack Xide Xu Muhammad Atif Butt Sandesh Kamath Bogdan Raducanu DiffM AAML 140 1 0 25 Nov 2024
Brain-like emergent properties in deep networks: impact of network architecture, datasets and training Niranjan Rajesh Georgin Jacob SP Arun OOD 111 0 0 25 Nov 2024
UVCG: Leveraging Temporal Consistency for Universal Video Protection KaiZhou Li Jindong Gu Xinchun Yu Junjie Cao Yansong Tang Xiao-Ping Zhang AAML 121 0 0 25 Nov 2024
TreeFormer: Single-view Plant Skeleton Estimation via Tree-constrained Graph Generation Xinpeng Liu Hiroaki Santo Yosuke Toda Fumio Okura 114 0 0 25 Nov 2024
DRIVE: Dual-Robustness via Information Variability and Entropic Consistency in Source-Free Unsupervised Domain Adaptation Ruiqiang Xiao Songning Lai Yijun Yang Jiemin Wu Yutao Yue Lei Zhu AAML 126 0 0 24 Nov 2024
A Tunable Despeckling Neural Network Stabilized via Diffusion Equation Yi Ran Zhichang Guo Jia Li Yao Li Martin Burger Boying Wu DiffM 103 0 0 24 Nov 2024
Chain of Attack: On the Robustness of Vision-Language Models Against Transfer-Based Adversarial Attacks Peng Xie Yequan Bie Jianda Mao Yangqiu Song Yang Wang Hao Chen Kani Chen AAML 116 1 0 24 Nov 2024
Improving Transferable Targeted Attacks with Feature Tuning Mixup K. Liang Xuelong Dai Yanjie Li Dong Wang Bin Xiao AAML 525 0 0 23 Nov 2024