ポイズニング

TrojanPuzzle: Covertly Poisoning Code-Suggestion Models

Authors: Hojjat Aghakhani, Wei Dai, Andre Manoel, Xavier Fernandes, Anant Kharkar, Christopher Kruegel, Giovanni Vigna, David Evans, Ben Zorn, Robert Sim | Published: 2023-01-06 | Updated: 2024-01-24
バックドア攻撃
ポイズニング
攻撃手法

Backdoor Attacks Against Dataset Distillation

Authors: Yugeng Liu, Zheng Li, Michael Backes, Yun Shen, Yang Zhang | Published: 2023-01-03
DNN IP保護手法
バックドア攻撃
ポイズニング

Analysis of Label-Flip Poisoning Attack on Machine Learning Based Malware Detector

Authors: Kshitiz Aryal, Maanak Gupta, Mahmoud Abdelsalam | Published: 2023-01-03
バックドア攻撃
ポイズニング
性能評価

Learned Systems Security

Authors: Roei Schuster, Jin Peng Zhou, Thorsten Eisenhofer, Paul Grubbs, Nicolas Papernot | Published: 2022-12-20 | Updated: 2023-01-10
バックドア攻撃
プライバシー保護技術
ポイズニング

Amplifying Membership Exposure via Data Poisoning

Authors: Yufei Chen, Chao Shen, Yun Shen, Cong Wang, Yang Zhang | Published: 2022-11-01
ポイズニング
メンバーシップ推論
メンバーシップ開示リスク

Multi-SpacePhish: Extending the Evasion-space of Adversarial Attacks against Phishing Website Detectors using Machine Learning

Authors: Ying Yuan, Giovanni Apruzzese, Mauro Conti | Published: 2022-10-24 | Updated: 2023-10-12
ポイズニング
悪意のあるウェブサイト検出
攻撃シナリオ分析

Ares: A System-Oriented Wargame Framework for Adversarial ML

Authors: Farhan Ahmed, Pratik Vaishnavi, Kevin Eykholt, Amir Rahmati | Published: 2022-10-24
ポイズニング
報酬メカニズム設計
評価手法

New data poison attacks on machine learning classifiers for mobile exfiltration

Authors: Miguel A. Ramirez, Sangyoung Yoon, Ernesto Damiani, Hussam Al Hamadi, Claudio Agostino Ardagna, Nicola Bena, Young-Ji Byon, Tae-Yeon Kim, Chung-Suk Cho, Chan Yeob Yeun | Published: 2022-10-20
バックドア攻撃
ポイズニング
敵対的攻撃手法

How Does a Deep Learning Model Architecture Impact Its Privacy? A Comprehensive Study of Privacy Attacks on CNNs and Transformers

Authors: Guangsheng Zhang, Bo Liu, Huan Tian, Tianqing Zhu, Ming Ding, Wanlei Zhou | Published: 2022-10-20 | Updated: 2024-02-02
プライバシーリスク管理
ポイズニング
メンバーシップ推論

MaSS: Multi-attribute Selective Suppression

Authors: Chun-Fu Chen, Shaohan Hu, Zhonghao Shi, Prateek Gulati, Bill Moriarty, Marco Pistoia, Vincenzo Piuri, Pierangela Samarati | Published: 2022-10-18 | Updated: 2022-10-24
データプライバシー評価
ポイズニング
性能評価