敵対的攻撃手法

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
ロバスト性に関する評価
敵対的サンプル
敵対的攻撃手法

Bandwidth Utilization Side-Channel on ML Inference Accelerators

Authors: Sarbartha Banerjee, Shijia Wei, Prakash Ramrakhyani, Mohit Tiwari | Published: 2021-10-14
リソース消費分析
敵対的攻撃手法
機械学習アルゴリズム

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
バックドア攻撃
フォレンジックレポート
敵対的攻撃手法

On the Security Risks of AutoML

Authors: Ren Pang, Zhaohan Xi, Shouling Ji, Xiapu Luo, Ting Wang | Published: 2021-10-12
メンバーシップ推論
モデル選択
敵対的攻撃手法

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
データ生成
敵対的攻撃手法
物理攻撃

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
ロバスト性に関する評価
敵対的サンプル
敵対的攻撃手法

PopSkipJump: Decision-Based Attack for Probabilistic Classifiers

Authors: Carl-Johann Simon-Gabriel, Noman Ahmed Sheikh, Andreas Krause | Published: 2021-06-14
敵対的攻撃手法
最適化アルゴリズムの選択と評価
防御メカニズム

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
敵対的攻撃手法
最適化問題
深層学習手法

Learning Image Attacks toward Vision Guided Autonomous Vehicles

Authors: Hyung-Jin Yoon, Hamidreza Jafarnejadsani, Petros Voulgaris | Published: 2021-05-09 | Updated: 2021-05-17
敵対的攻撃手法
状態推定手法
生成的敵対ネットワーク

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
データ抽出と分析
ポイズニング
敵対的攻撃手法