v1v2v3v4 (latest)

Towards Deep Learning Models Resistant to Adversarial Attacks

19 June 2017

ArXiv (abs)PDF HTML Github (752★)

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

50 / 6,612 papers shown

Title
D-CAPTCHA++: A Study of Resilience of Deepfake CAPTCHA under Transferable Imperceptible Adversarial Attack Hong-Hanh Nguyen-Le Van-Tuan Tran Dinh-Thuc Nguyen Nhien-An Le-Khac AAML 114 2 0 11 Sep 2024
Securing Vision-Language Models with a Robust Encoder Against Jailbreak and Adversarial Attacks Md Zarif Hossain Ahmed Imteaj AAML VLM 81 6 0 11 Sep 2024
Module-wise Adaptive Adversarial Training for End-to-end Autonomous Driving Tianyuan Zhang Lu Wang Jiaqi Kang Xinwei Zhang Siyuan Liang Yuwei Chen Aishan Liu Xianglong Liu AAML 104 3 0 11 Sep 2024
Optimizing Neural Network Performance and Interpretability with Diophantine Equation Encoding Ronald Katende 76 0 0 11 Sep 2024
AdvLogo: Adversarial Patch Attack against Object Detectors based on Diffusion Models Boming Miao Chunxiao Li Yao Zhu Weixiang Sun Zizhe Wang Xiaoyi Wang Chuanlong Xie DiffM AAML 166 1 0 11 Sep 2024
Unrevealed Threats: A Comprehensive Study of the Adversarial Robustness of Underwater Image Enhancement Models Siyu Zhai Zhibo He Xiaofeng Cong Junming Hou Jie Gui Jian Wei You Xin Gong James Tin-Yau Kwok Yuan Yan Tang AAML 61 0 0 10 Sep 2024
Statistical Mechanics of Min-Max Problems Yuma Ichikawa Koji Hukushima 106 1 0 09 Sep 2024
Input Space Mode Connectivity in Deep Neural Networks Jakub Vrabel Ori Shem-Ur Yaron Oz David Krueger 110 1 0 09 Sep 2024
Adversarial Attacks on Data Attribution Xinhe Wang Pingbang Hu Junwei Deng Jiaqi W. Ma TDI 140 0 0 09 Sep 2024
2DSig-Detect: a semi-supervised framework for anomaly detection on image data using 2D-signatures Xinheng Xie Kureha Yamaguchi Margaux Leblanc Simon Malzard Varun Chhabra Victoria Nockles Yue-bo Wu AAML 242 1 0 08 Sep 2024
Learning to Learn Transferable Generative Attack for Person Re-Identification Yuan Bian Min Liu Xueping Wang Yunfeng Ma Yaonan Wang AAML OOD 163 1 0 06 Sep 2024
Limited but consistent gains in adversarial robustness by co-training object recognition models with human EEG Manshan Guo Bhavin Choksi Sari Saba-Sadiya A. T. Gifford Martina G. Vilas Radoslaw Martin Cichy Gemma Roig AAML 73 0 0 05 Sep 2024
A practical approach to evaluating the adversarial distance for machine learning classifiers Georg Siedel Ekagra Gupta Andrey Morozov AAML 64 0 0 05 Sep 2024
Active Fake: DeepFake Camouflage Pu Sun Honggang Qi Yuezun Li PICV 134 0 0 05 Sep 2024
Adversarial Learning for Neural PDE Solvers with Sparse Data Yunpeng Gong Yongjie Hou Zhenzhong Wang Zexin Lin Min Jiang AAML 74 10 0 04 Sep 2024
Transfer-based Adversarial Poisoning Attacks for Online (MIMO-)Deep Receviers Kunze Wu Weiheng Jiang Dusit Niyato Yinghuan Li Chuang Luo AAML 120 0 0 04 Sep 2024
Reassessing Noise Augmentation Methods in the Context of Adversarial Speech Karla Pizzi Matías Pizarro Asja Fischer 60 0 0 03 Sep 2024
Dynamic Guidance Adversarial Distillation with Enhanced Teacher Knowledge Hyejin Park Dongbo Min AAML 87 3 0 03 Sep 2024
One-Index Vector Quantization Based Adversarial Attack on Image Classification Haiju Fan Xiaona Qin Shuang Chen Hubert P. H. Shum Ming Li 54 0 0 02 Sep 2024
SoK: Security of the Image Processing Pipeline in Autonomous Vehicles Michael Kuhr Mohammad Hamad Pedram MohajerAnsari Mert D. Pesé Sebastian Steinhorst 66 1 0 02 Sep 2024
CLIBE: Detecting Dynamic Backdoors in Transformer-based NLP Models Rui Zeng Xi Chen Yuwen Pu Xuhong Zhang Tianyu Du Shouling Ji 113 5 0 02 Sep 2024
Backdoor Defense through Self-Supervised and Generative Learning Ivan Sabolić Ivan Grubišić Siniša Šegvić AAML 113 0 0 02 Sep 2024
Accurate Forgetting for All-in-One Image Restoration Model Xin Su Zhuoran Zheng CLL 79 1 0 01 Sep 2024
Structuring a Training Strategy to Robustify Perception Models with Realistic Image Augmentations Ahmed Hammam B. K. Sreedhar Nura Kawa Tim Patzelt Oliver De Candido 83 0 0 30 Aug 2024
Analyzing Inference Privacy Risks Through Gradients in Machine Learning Zhuohang Li Andrew Lowy Jing Liu T. Koike-Akino K. Parsons Bradley Malin Ye Wang FedML 75 1 0 29 Aug 2024
Evaluating Model Robustness Using Adaptive Sparse L0 Regularization Weiyou Liu Zhenyang Li Weitong Chen AAML 93 1 0 28 Aug 2024
Certified Causal Defense with Generalizable Robustness Yiran Qiao Yu Yin Chen Chen Jing Ma AAML OOD CML 181 0 0 28 Aug 2024
LLM Defenses Are Not Robust to Multi-Turn Human Jailbreaks Yet Nathaniel Li Ziwen Han Ian Steneker Willow Primack Riley Goodside Hugh Zhang Zifan Wang Cristina Menghini Summer Yue AAML MU 105 57 0 27 Aug 2024
Few-Shot Unsupervised Implicit Neural Shape Representation Learning with Spatial Adversaries Amine Ouasfi A. Boukhayma 77 4 0 27 Aug 2024
Adversarial Attacks and Defenses in Multivariate Time-Series Forecasting for Smart and Connected Infrastructures Pooja Krishan Rohan Mohapatra Saptarshi Sengupta AAML 79 1 0 27 Aug 2024
TART: Boosting Clean Accuracy Through Tangent Direction Guided Adversarial Training Bongsoo Yi Rongjie Lai Yao Li AAML 54 0 0 27 Aug 2024
On the Robustness of Kolmogorov-Arnold Networks: An Adversarial Perspective Tal Alter Raz Lapid Moshe Sipper AAML 113 6 0 25 Aug 2024
Probing the Robustness of Vision-Language Pretrained Models: A Multimodal Adversarial Attack Approach Jiwei Guan Tianyu Ding Longbing Cao Lei Pan Chen Wang Xi Zheng AAML 126 2 0 24 Aug 2024
Disentangled Training with Adversarial Examples For Robust Small-footprint Keyword Spotting Zhenyu Wang Li Wan Biqiao Zhang Yiteng Huang Shang-Wen Li Ming Sun Xin Lei Zhaojun Yang AAML 114 1 0 23 Aug 2024
Toward Improving Synthetic Audio Spoofing Detection Robustness via Meta-Learning and Disentangled Training With Adversarial Examples Zhenyu Wang John H. L. Hansen AAML 89 1 0 23 Aug 2024
Dynamic Label Adversarial Training for Deep Learning Robustness Against Adversarial Attacks Zhenyu Liu Haoran Duan Huizhi Liang Yang Long V. Snás̃el G. Nicosia R. Ranjan Varun Ojha AAML 69 1 0 23 Aug 2024
BankTweak: Adversarial Attack against Multi-Object Trackers by Manipulating Feature Banks Woojin Shin Donghwa Kang Daejin Choi Brent Kang Jinkyu Lee Hyeongboo Baek VOT AAML 57 0 0 22 Aug 2024
Enhancing Transferability of Adversarial Attacks with GE-AdvGAN+: A Comprehensive Framework for Gradient Editing Zhibo Jin Jiayu Zhang Zhiyu Zhu Chenyu Zhang Jiahao Huang Jianlong Zhou Fang Chen AAML 109 0 0 22 Aug 2024
Leveraging Information Consistency in Frequency and Spatial Domain for Adversarial Attacks Zhibo Jin Jiayu Zhang Zhiyu Zhu Xinyi Wang Yiyun Huang Huaming Chen AAML 81 1 0 22 Aug 2024
Assessing the Uncertainty and Robustness of the Laptop Refurbishing Software Chengjie Lu Jiahui Wu Shaukat Ali Mikkel Labori Olsen UQCV 64 3 0 22 Aug 2024
First line of defense: A robust first layer mitigates adversarial attacks Janani Suresh Nancy Nayak Sheetal Kalyani AAML 58 0 0 21 Aug 2024
Exploring Robustness of Visual State Space model against Backdoor Attacks Cheng-Yi Lee Cheng-Chang Tsai Chia-Mu Yu Chun-Shien Lu AAML 58 0 0 21 Aug 2024
Latent Feature and Attention Dual Erasure Attack against Multi-View Diffusion Models for 3D Assets Protection Jingwei Sun Xuchong Zhang Changfeng Sun Qicheng Bai Hongbin Sun AAML DiffM 148 0 0 21 Aug 2024
Pixel Is Not a Barrier: An Effective Evasion Attack for Pixel-Domain Diffusion Models Chun-Yen Shih Li-Xuan Peng Jia-Wei Liao Ernie Chu Cheng-Fu Chou Jun-Cheng Chen AAML DiffM 120 1 0 21 Aug 2024
Revisiting Min-Max Optimization Problem in Adversarial Training Sina Hajer Ahmadi Hassan Bahrami AAML 68 0 0 20 Aug 2024
Makeup-Guided Facial Privacy Protection via Untrained Neural Network Priors Fahad Shamshad Muzammal Naseer Karthik Nandakumar AAML PICV 90 1 0 20 Aug 2024
Learning Randomized Algorithms with Transformers J. Oswald Seijin Kobayashi Yassir Akram Angelika Steger AAML 84 1 0 20 Aug 2024
MsMemoryGAN: A Multi-scale Memory GAN for Palm-vein Adversarial Purification Huafeng Qin Yuming Fu Huiyan Zhang M. El-Yacoubi Xinbo Gao Qun Song Jun Wang GAN AAML 101 0 0 20 Aug 2024
Iterative Window Mean Filter: Thwarting Diffusion-based Adversarial Purification Hanrui Wang Ruoxi Sun Cunjian Chen Minhui Xue Lay-Ki Soon Shuo Wang Zhe Jin DiffM AAML 92 2 0 20 Aug 2024
Privacy-preserving Universal Adversarial Defense for Black-box Models Qiao Li Yanwei Yue Jing Chen Zijun Zhang Kun He Ruiying Du Xinxin Wang Qingchuang Zhao Yang Liu AAML 114 6 0 20 Aug 2024