Adversarial Attack Methods

Adversarial Attacks on ML Defense Models Competition

Authors: Yinpeng Dong, Qi-An Fu, Xiao Yang, Wenzhao Xiang, Tianyu Pang, Hang Su, Jun Zhu, Jiayu Tang, Yuefeng Chen, XiaoFeng Mao, Yuan He, Hui Xue, Chao Li, Ye Liu, Qilong Zhang, Lianli Gao, Yunrui Yu, Xitong Gao, Zhe Zhao, Daquan Lin, Jiadong Lin, Chuanbiao Song, Zihao Wang, Zhennan Wu, Yang Guo, Jiequan Cui, Xiaogang Xu, Pengguang Chen | Published: 2021-10-15
Robustness Evaluation
Adversarial Example
Adversarial Attack Methods
2021.10.15 2025.05.28
Literature Database

Bandwidth Utilization Side-Channel on ML Inference Accelerators

Authors: Sarbartha Banerjee, Shijia Wei, Prakash Ramrakhyani, Mohit Tiwari | Published: 2021-10-14
Resource Consumption Analysis
Adversarial Attack Methods
Machine Learning Algorithm
2021.10.14 2025.05.28
Literature Database

Poison Forensics: Traceback of Data Poisoning Attacks in Neural Networks

Authors: Shawn Shan, Arjun Nitin Bhagoji, Haitao Zheng, Ben Y. Zhao | Published: 2021-10-13 | Updated: 2022-06-15
Backdoor Attack
Forensic Report
Adversarial Attack Methods
2021.10.13 2025.05.28
Literature Database

On the Security Risks of AutoML

Authors: Ren Pang, Zhaohan Xi, Shouling Ji, Xiapu Luo, Ting Wang | Published: 2021-10-12
Membership Inference
Model Selection
Adversarial Attack Methods
2021.10.12 2025.05.28
Literature Database

Adversarial Attacks in a Multi-view Setting: An Empirical Study of the Adversarial Patches Inter-view Transferability

Authors: Bilel Tarchoun, Ihsen Alouani, Anouar Ben Khalifa, Mohamed Ali Mahjoub | Published: 2021-10-10
Data Generation
Adversarial Attack Methods
Physical attack
2021.10.10 2025.05.28
Literature Database

Exploring Architectural Ingredients of Adversarially Robust Deep Neural Networks

Authors: Hanxun Huang, Yisen Wang, Sarah Monazam Erfani, Quanquan Gu, James Bailey, Xingjun Ma | Published: 2021-10-07 | Updated: 2022-01-23
Robustness Evaluation
Adversarial Example
Adversarial Attack Methods
2021.10.07 2025.05.28
Literature Database

PopSkipJump: Decision-Based Attack for Probabilistic Classifiers

Authors: Carl-Johann Simon-Gabriel, Noman Ahmed Sheikh, Andreas Krause | Published: 2021-06-14
Adversarial Attack Methods
Selection and Evaluation of Optimization Algorithms
Defense Mechanism
2021.06.14 2025.05.28
Literature Database

Security Concerns on Machine Learning Solutions for 6G Networks in mmWave Beam Prediction

Authors: Ferhat Ozgur Catak, Evren Catak, Murat Kuzlu, Umit Cali, Devrim Unal | Published: 2021-05-09 | Updated: 2021-07-23
Adversarial Attack Methods
Optimization Problem
Deep Learning Method
2021.05.09 2025.05.28
Literature Database

Learning Image Attacks toward Vision Guided Autonomous Vehicles

Authors: Hyung-Jin Yoon, Hamidreza Jafarnejadsani, Petros Voulgaris | Published: 2021-05-09 | Updated: 2021-05-17
Adversarial Attack Methods
State Estimation Method
Generative Adversarial Network
2021.05.09 2025.05.28
Literature Database

Attribution of Gradient Based Adversarial Attacks for Reverse Engineering of Deceptions

Authors: Michael Goebel, Jason Bunk, Srinjoy Chattopadhyay, Lakshmanan Nataraj, Shivkumar Chandrasekaran, B. S. Manjunath | Published: 2021-03-19
Data Extraction and Analysis
Poisoning
Adversarial Attack Methods
2021.03.19 2025.05.28
Literature Database
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