バックドア攻撃

Special Session: Towards an Agile Design Methodology for Efficient, Reliable, and Secure ML Systems

Authors: Shail Dave, Alberto Marchisio, Muhammad Abdullah Hanif, Amira Guesmi, Aviral Shrivastava, Ihsen Alouani, Muhammad Shafique | Published: 2022-04-18
バックドア攻撃
メンバーシップ推論
防御手法

An Adaptive Black-box Backdoor Detection Method for Deep Neural Networks

Authors: Xinqiao Zhang, Huili Chen, Ke Huang, Farinaz Koushanfar | Published: 2022-04-08
トロイの木馬の署名
トロイの木馬検出
バックドア攻撃

Breaking the De-Pois Poisoning Defense

Authors: Alaa Anani, Mohamed Ghanem, Lotfy Abdel Khaliq | Published: 2022-04-03
バックドア攻撃
ポイズニング
防御手法

Distributed data analytics

Authors: Richard Mortier, Hamed Haddadi, Sandra Servia, Liang Wang | Published: 2022-03-26
バックドア攻撃
プライバシー保護
通信モデル

Dynamic Backdoors with Global Average Pooling

Authors: Stefanos Koffas, Stjepan Picek, Mauro Conti | Published: 2022-03-04
バックドア攻撃
モデルアーキテクチャ

Security for Machine Learning-based Software Systems: a survey of threats, practices and challenges

Authors: Huaming Chen, M. Ali Babar | Published: 2022-01-12 | Updated: 2023-12-17
バックドア攻撃
メンバーシップ推論
脆弱性分析

Challenges and Approaches for Mitigating Byzantine Attacks in Federated Learning

Authors: Junyu Shi, Wei Wan, Shengshan Hu, Jianrong Lu, Leo Yu Zhang | Published: 2021-12-29 | Updated: 2022-10-07
バックドア攻撃
ポイズニング
防御手法

Robust and Privacy-Preserving Collaborative Learning: A Comprehensive Survey

Authors: Shangwei Guo, Xu Zhang, Fei Yang, Tianwei Zhang, Yan Gan, Tao Xiang, Yang Liu | Published: 2021-12-19
バックドア攻撃
プライバシーリスク管理
ポイズニング

On the Security & Privacy in Federated Learning

Authors: Gorka Abad, Stjepan Picek, Víctor Julio Ramírez-Durán, Aitor Urbieta | Published: 2021-12-10 | Updated: 2022-03-16
バックドア攻撃
ポイズニング
防御手法

Adversarial Attacks Against Deep Generative Models on Data: A Survey

Authors: Hui Sun, Tianqing Zhu, Zhiqiu Zhang, Dawei Jin. Ping Xiong, Wanlei Zhou | Published: 2021-12-01
データ生成
バックドア攻撃
敵対的攻撃手法