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Towards Evaluating the Robustness of Neural Networks

16 August 2016

Papers citing "Towards Evaluating the Robustness of Neural Networks"

50 / 4,015 papers shown

Title
Frustratingly Easy Model Generalization by Dummy Risk Minimization Juncheng Wang Jindong Wang Xixu Hu Shujun Wang Xingxu Xie 58 2 0 04 Aug 2023
AdvFAS: A robust face anti-spoofing framework against adversarial examples Jiawei Chen Xiaohu Yang Heng Yin Mingzhi Ma Bihui Chen Jianteng Peng Yandong Guo Z. Yin Han Su AAML CVBM 62 6 0 04 Aug 2023
FROD: Robust Object Detection for Free Muhammad Awais Awais Weiming Zhuang Zhuang Lingjuan Lingjuan Lyu Sung-Ho Sung-Ho Bae ObjD 89 1 0 03 Aug 2023
URET: Universal Robustness Evaluation Toolkit (for Evasion) Kevin Eykholt Taesung Lee D. Schales Jiyong Jang Ian Molloy Masha Zorin AAML 127 7 0 03 Aug 2023
Mercury: An Automated Remote Side-channel Attack to Nvidia Deep Learning Accelerator Xi-ai Yan Xiaoxuan Lou Guowen Xu Han Qiu Shangwei Guo Chip Hong Chang Tianwei Zhang AAML 34 7 0 02 Aug 2023
An Introduction to Bi-level Optimization: Foundations and Applications in Signal Processing and Machine Learning Yihua Zhang Prashant Khanduri Ioannis C. Tsaknakis Yuguang Yao Min-Fong Hong Sijia Liu AI4CE 129 31 0 01 Aug 2023
Improving Generalization of Adversarial Training via Robust Critical Fine-Tuning Kaijie Zhu Jindong Wang Xixu Hu Xingxu Xie G. Yang AAML 74 25 0 01 Aug 2023
Dynamic ensemble selection based on Deep Neural Network Uncertainty Estimation for Adversarial Robustness Ruoxi Qin Linyuan Wang Xuehui Du Xing-yuan Chen Binghai Yan AAML 113 1 0 01 Aug 2023
A Novel Deep Learning based Model to Defend Network Intrusion Detection System against Adversarial Attacks Khushnaseeb Roshan Aasim Zafar Shiekh Burhan Ul Haque AAML 75 10 0 31 Jul 2023
Universal Adversarial Defense in Remote Sensing Based on Pre-trained Denoising Diffusion Models Weikang Yu Yonghao Xu Pedram Ghamisi 108 4 0 31 Jul 2023
Transferable Attack for Semantic Segmentation Mengqi He Jing Zhang Zhaoyuan Yang Mingyi He Nick Barnes Yuchao Dai 70 2 0 31 Jul 2023
Benchmarking and Analyzing Robust Point Cloud Recognition: Bag of Tricks for Defending Adversarial Examples Qiufan Ji Lin Wang Cong Shi Shengshan Hu Ying-Cong Chen Lichao Sun AAML 3DPC 46 2 0 31 Jul 2023
Theoretically Principled Trade-off for Stateful Defenses against Query-Based Black-Box Attacks Ashish Hooda Neal Mangaokar Ryan Feng Kassem Fawaz S. Jha Atul Prakash AAML 48 3 0 30 Jul 2023
On Neural Network approximation of ideal adversarial attack and convergence of adversarial training Rajdeep Haldar Qifan Song AAML 58 0 0 30 Jul 2023
Evaluating the Robustness of Test Selection Methods for Deep Neural Networks Qiang Hu Yuejun Guo Xiaofei Xie Maxime Cordy Wei Ma Mike Papadakis Yves Le Traon NoLa OOD 65 5 0 29 Jul 2023
Adversarial training for tabular data with attack propagation Tiago Leon Melo Joao Bravo Marco O. P. Sampaio Paolo Romano Hugo Ferreira João Tiago Ascensão P. Bizarro AAML 76 1 0 28 Jul 2023
R-LPIPS: An Adversarially Robust Perceptual Similarity Metric Sara Ghazanfari S. Garg Prashanth Krishnamurthy Farshad Khorrami Alexandre Araujo 94 23 0 27 Jul 2023
Universal and Transferable Adversarial Attacks on Aligned Language Models Andy Zou Zifan Wang Nicholas Carlini Milad Nasr J. Zico Kolter Matt Fredrikson 409 1,530 0 27 Jul 2023
NSA: Naturalistic Support Artifact to Boost Network Confidence Abhijith Sharma Phil Munz Apurva Narayan AAML 74 1 0 27 Jul 2023
When Measures are Unreliable: Imperceptible Adversarial Perturbations toward Top- $k$ Multi-Label Learning Yuchen Sun Qianqian Xu Zitai Wang Qingming Huang AAML 121 1 0 27 Jul 2023
Unified Adversarial Patch for Visible-Infrared Cross-modal Attacks in the Physical World Xingxing Wei Yao Huang Yitong Sun Jie Yu AAML 73 16 0 27 Jul 2023
Defending Adversarial Patches via Joint Region Localizing and Inpainting Junwen Chen Xingxing Wei AAML 47 1 0 26 Jul 2023
Set-level Guidance Attack: Boosting Adversarial Transferability of Vision-Language Pre-training Models Dong Lu Zhiqiang Wang Teng Wang Weili Guan Hongchang Gao Feng Zheng AAML 126 76 0 26 Jul 2023
Enhanced Security against Adversarial Examples Using a Random Ensemble of Encrypted Vision Transformer Models Ryota Iijima Miki Tanaka Sayaka Shiota Hitoshi Kiya AAML 50 3 0 26 Jul 2023
Coupled-Space Attacks against Random-Walk-based Anomaly Detection Y. Lai Marcin Waniek Liying Li Jing-Zheng Wu Yulin Zhu Tomasz P. Michalak Talal Rahwan Kai Zhou AAML 70 0 0 26 Jul 2023
Characterizing Data Point Vulnerability via Average-Case Robustness Tessa Han Suraj Srinivas Himabindu Lakkaraju AAML OOD 114 1 0 26 Jul 2023
AdvDiff: Generating Unrestricted Adversarial Examples using Diffusion Models Xuelong Dai Kaisheng Liang Bin Xiao DiffM 119 29 0 24 Jul 2023
Towards Generic and Controllable Attacks Against Object Detection Guopeng Li Yue Xu Jian Ding Guisong Xia AAML 74 6 0 23 Jul 2023
Downstream-agnostic Adversarial Examples Ziqi Zhou Shengshan Hu Rui-Qing Zhao Qian Wang L. Zhang Junhui Hou Hai Jin SILM AAML 88 25 0 23 Jul 2023
HybridAugment++: Unified Frequency Spectra Perturbations for Model Robustness M. K. Yucel R. G. Cinbis Pinar Duygulu AAML 67 10 0 21 Jul 2023
A LLM Assisted Exploitation of AI-Guardian Nicholas Carlini ELM SILM 52 18 0 20 Jul 2023
Adversarial attacks for mixtures of classifiers Lucas Gnecco-Heredia Benjamin Négrevergne Y. Chevaleyre AAML 76 1 0 20 Jul 2023
Towards Building More Robust Models with Frequency Bias Qingwen Bu Dong Huang Heming Cui AAML 93 10 0 19 Jul 2023
CertPri: Certifiable Prioritization for Deep Neural Networks via Movement Cost in Feature Space Haibin Zheng Jinyin Chen Haibo Jin AAML 57 7 0 18 Jul 2023
Co(ve)rtex: ML Models as storage channels and their (mis-)applications Md Abdullah Al Mamun Quazi Mishkatul Alam Erfan Shayegani Pedram Zaree Ihsen Alouani Nael B. Abu-Ghazaleh 85 0 0 17 Jul 2023
Analyzing the Impact of Adversarial Examples on Explainable Machine Learning Prathyusha Devabhakthini S. Parida R. Shukla S. Nayak AAML SILM 28 4 0 17 Jul 2023
Adversarial Attacks on Traffic Sign Recognition: A Survey Svetlana Pavlitska Nico Lambing J. Marius Zöllner AAML 88 18 0 17 Jul 2023
Diffusion to Confusion: Naturalistic Adversarial Patch Generation Based on Diffusion Model for Object Detector Shuohao Lin Ernie Chu Che-Hsien Lin Jun-Cheng Chen Jia-Ching Wang DiffM 80 10 0 16 Jul 2023
Unified Adversarial Patch for Cross-modal Attacks in the Physical World Xingxing Wei Yao Huang Yitong Sun Jie Yu AAML 84 27 0 15 Jul 2023
RFLA: A Stealthy Reflected Light Adversarial Attack in the Physical World Donghua Wang Wen Yao Tingsong Jiang Chong Li Xiaoqian Chen AAML 69 31 0 14 Jul 2023
Frequency Domain Adversarial Training for Robust Volumetric Medical Segmentation Asif Hanif Muzammal Naseer Salman Khan M. Shah Fahad Shahbaz Khan AAML OOD 70 5 0 14 Jul 2023
Mitigating Adversarial Vulnerability through Causal Parameter Estimation by Adversarial Double Machine Learning Byung-Kwan Lee Junho Kim Yonghyun Ro AAML 95 9 0 14 Jul 2023
Omnipotent Adversarial Training in the Wild Guanlin Li Kangjie Chen Yuan Xu Han Qiu Tianwei Zhang 129 0 0 14 Jul 2023
Alleviating the Effect of Data Imbalance on Adversarial Training Guanlin Li Guowen Xu Tianwei Zhang 105 2 0 14 Jul 2023
Vulnerability-Aware Instance Reweighting For Adversarial Training Olukorede Fakorede Ashutosh Nirala Modeste Atsague Jin Tian AAML 59 2 0 14 Jul 2023
Differential Analysis of Triggers and Benign Features for Black-Box DNN Backdoor Detection Hao Fu Prashanth Krishnamurthy S. Garg Farshad Khorrami AAML 76 14 0 11 Jul 2023
Membership Inference Attacks on DNNs using Adversarial Perturbations Hassan Ali Adnan Qayyum Ala I. Al-Fuqaha Junaid Qadir AAML 107 3 0 11 Jul 2023
ATWM: Defense against adversarial malware based on adversarial training Kunkun Li Fan Zhang Wei Guo AAML 45 0 0 11 Jul 2023
A Theoretical Perspective on Subnetwork Contributions to Adversarial Robustness Jovon Craig Joshua Andle Theodore S. Nowak Salimeh Yasaei Sekeh AAML 69 0 0 07 Jul 2023
Probabilistic and Semantic Descriptions of Image Manifolds and Their Applications Peter Tu Zhaoyuan Yang Leonid Sigal Zhiwei Xu Jing Zhang Yiwei Fu Dylan Campbell Jaskirat Singh Tianyu Wang DiffM 76 2 0 06 Jul 2023