敵対的攻撃手法

Adversarial Attacks on Graph Classification via Bayesian Optimisation

Authors: Xingchen Wan, Henry Kenlay, Binxin Ru, Arno Blaas, Michael A. Osborne, Xiaowen Dong | Published: 2021-11-04
グラフ機械学習の説明可能性
ポイズニング
敵対的攻撃手法

Multi-concept adversarial attacks

Authors: Vibha Belavadi, Yan Zhou, Murat Kantarcioglu, Bhavani M. Thuraisingham | Published: 2021-10-19
メンバーシップ推論
ロバスト性に関する評価
敵対的攻撃手法

Poisoning Attacks on Fair Machine Learning

Authors: Minh-Hao Van, Wei Du, Xintao Wu, Aidong Lu | Published: 2021-10-17
敵対的攻撃手法
機械学習アルゴリズム

Adversarial Attacks on Gaussian Process Bandits

Authors: Eric Han, Jonathan Scarlett | Published: 2021-10-16 | Updated: 2022-06-16
アルゴリズム設計
トレードオフ分析
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