バックドア攻撃

ImpNet: Imperceptible and blackbox-undetectable backdoors in compiled neural networks

Authors: Eleanor Clifford, Ilia Shumailov, Yiren Zhao, Ross Anderson, Robert Mullins | Published: 2022-09-30 | Updated: 2024-03-01
バックドア攻撃
モデル設計

Augmentation Backdoors

Authors: Joseph Rance, Yiren Zhao, Ilia Shumailov, Robert Mullins | Published: 2022-09-29
データセット生成
データ生成
バックドア攻撃

SNAP: Efficient Extraction of Private Properties with Poisoning

Authors: Harsh Chaudhari, John Abascal, Alina Oprea, Matthew Jagielski, Florian Tramèr, Jonathan Ullman | Published: 2022-08-25 | Updated: 2023-06-21
バックドア攻撃
プロパティ推論
攻撃手法

An anomaly detection approach for backdoored neural networks: face recognition as a case study

Authors: Alexander Unnervik, Sébastien Marcel | Published: 2022-08-22
バックドア攻撃
攻撃検出
顔認識システム

A Knowledge Distillation-Based Backdoor Attack in Federated Learning

Authors: Yifan Wang, Wei Fan, Keke Yang, Naji Alhusaini, Jing Li | Published: 2022-08-12
バックドア攻撃
知識の蒸留

LGV: Boosting Adversarial Example Transferability from Large Geometric Vicinity

Authors: Martin Gubri, Maxime Cordy, Mike Papadakis, Yves Le Traon, Koushik Sen | Published: 2022-07-26
LGVモデルの幾何学
バックドア攻撃
転移学習

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