バックドア攻撃

DeSMP: Differential Privacy-exploited Stealthy Model Poisoning Attacks in Federated Learning

Authors: Md Tamjid Hossain, Shafkat Islam, Shahriar Badsha, Haoting Shen | Published: 2021-09-21
バックドア攻撃
連合学習
防御メカニズム

Excess Capacity and Backdoor Poisoning

Authors: Naren Sarayu Manoj, Avrim Blum | Published: 2021-09-02 | Updated: 2021-11-03
データ汚染検出
バックドア攻撃
敵対的サンプル

Machine Unlearning of Features and Labels

Authors: Alexander Warnecke, Lukas Pirch, Christian Wressnegger, Konrad Rieck | Published: 2021-08-26 | Updated: 2023-08-07
バックドア攻撃
ポイズニング
機械学習手法

Advances in adversarial attacks and defenses in computer vision: A survey

Authors: Naveed Akhtar, Ajmal Mian, Navid Kardan, Mubarak Shah | Published: 2021-08-01 | Updated: 2021-09-02
バックドア攻撃
ロバスト性
敵対的サンプル

Can You Hear It? Backdoor Attacks via Ultrasonic Triggers

Authors: Stefanos Koffas, Jing Xu, Mauro Conti, Stjepan Picek | Published: 2021-07-30 | Updated: 2022-03-06
バックドア攻撃
敵対的攻撃
音声認識システムのセキュリティ

Accumulative Poisoning Attacks on Real-time Data

Authors: Tianyu Pang, Xiao Yang, Yinpeng Dong, Hang Su, Jun Zhu | Published: 2021-06-18 | Updated: 2021-10-26
オンライン学習
バックドア攻撃
連合学習

Sleeper Agent: Scalable Hidden Trigger Backdoors for Neural Networks Trained from Scratch

Authors: Hossein Souri, Liam Fowl, Rama Chellappa, Micah Goldblum, Tom Goldstein | Published: 2021-06-16 | Updated: 2022-10-13
バックドア攻撃
ポイズニング
機械学習

Stealthy Backdoors as Compression Artifacts

Authors: Yulong Tian, Fnu Suya, Fengyuan Xu, David Evans | Published: 2021-04-30
バックドア攻撃
モデル圧縮のリスク
脆弱性分析

SPECTRE: Defending Against Backdoor Attacks Using Robust Statistics

Authors: Jonathan Hayase, Weihao Kong, Raghav Somani, Sewoong Oh | Published: 2021-04-22
バックドア攻撃
ポイズニング
ポイズニング攻撃

Adversarial Training for Deep Learning-based Intrusion Detection Systems

Authors: Islam Debicha, Thibault Debatty, Jean-Michel Dricot, Wim Mees | Published: 2021-04-20
MLベースのIDS
バックドア攻撃
敵対的サンプル