バックドア攻撃

Federated Unlearning: How to Efficiently Erase a Client in FL?

Authors: Anisa Halimi, Swanand Kadhe, Ambrish Rawat, Nathalie Baracaldo | Published: 2022-07-12 | Updated: 2023-10-20
クライアントデータ削除
バックドア攻撃
モデル性能評価

Ransomware Classification and Detection With Machine Learning Algorithms

Authors: Mohammad Masum, Md Jobair Hossain Faruk, Hossain Shahriar, Kai Qian, Dan Lo, Muhaiminul Islam Adnan | Published: 2022-07-02
バックドア攻撃
動的分析
評価手法

A Deep Learning Approach to Create DNS Amplification Attacks

Authors: Jared Mathews, Prosenjit Chatterjee, Shankar Banik, Cory Nance | Published: 2022-06-29
アルゴリズム設計
バックドア攻撃
敵対的攻撃検出

Hide and Seek: on the Stealthiness of Attacks against Deep Learning Systems

Authors: Zeyan Liu, Fengjun Li, Jingqiang Lin, Zhu Li, Bo Luo | Published: 2022-05-31 | Updated: 2022-08-12
DFLに対する攻撃手法
バックドア攻撃
ユーザー活動解析

SafeNet: The Unreasonable Effectiveness of Ensembles in Private Collaborative Learning

Authors: Harsh Chaudhari, Matthew Jagielski, Alina Oprea | Published: 2022-05-20 | Updated: 2022-09-08
バックドア攻撃
メンバーシップ推論
ロバスト性評価

Backdoor Attacks on Bayesian Neural Networks using Reverse Distribution

Authors: Zhixin Pan, Prabhat Mishra | Published: 2022-05-18
DFLに対する攻撃手法
バックドア攻撃
性能評価

Backdooring Explainable Machine Learning

Authors: Maximilian Noppel, Lukas Peter, Christian Wressnegger | Published: 2022-04-20
バックドア攻撃
攻撃タイプ
説明可能性

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