ポイズニング

FheFL: Fully Homomorphic Encryption Friendly Privacy-Preserving Federated Learning with Byzantine Users

Authors: Yogachandran Rahulamathavan, Charuka Herath, Xiaolan Liu, Sangarapillai Lambotharan, Carsten Maple | Published: 2023-06-08 | Updated: 2024-10-06
ポイズニング
多者計算
連合学習

A Survey on Federated Learning Poisoning Attacks and Defenses

Authors: Junchuan Lianga, Rong Wang, Chaosheng Feng, Chin-Chen Chang | Published: 2023-06-06
バックドア攻撃
ポイズニング
未ターゲット毒性攻撃

Poisoning Network Flow Classifiers

Authors: Giorgio Severi, Simona Boboila, Alina Oprea, John Holodnak, Kendra Kratkiewicz, Jason Matterer | Published: 2023-06-02
バックドア攻撃
ポイズニング
敵対的攻撃

Hyperparameter Learning under Data Poisoning: Analysis of the Influence of Regularization via Multiobjective Bilevel Optimization

Authors: Javier Carnerero-Cano, Luis Muñoz-González, Phillippa Spencer, Emil C. Lupu | Published: 2023-06-02 | Updated: 2023-06-23
ポイズニング
攻撃の評価
正則化

Adversarial Robustness in Unsupervised Machine Learning: A Systematic Review

Authors: Mathias Lundteigen Mohus, Jinyue Li | Published: 2023-06-01
プライバシー保護手法
ポイズニング
敵対的攻撃手法

Constructing Semantics-Aware Adversarial Examples with a Probabilistic Perspective

Authors: Andi Zhang, Mingtian Zhang, Damon Wischik | Published: 2023-06-01 | Updated: 2024-11-24
ポイズニング
拡散モデル
敵対的攻撃手法

RecUP-FL: Reconciling Utility and Privacy in Federated Learning via User-configurable Privacy Defense

Authors: Yue Cui, Syed Irfan Ali Meerza, Zhuohang Li, Luyang Liu, Jiaxin Zhang, Jian Liu | Published: 2023-04-11
トレードオフ分析
プライバシー手法
ポイズニング

Balancing Privacy and Performance for Private Federated Learning Algorithms

Authors: Xiangjian Hou, Sarit Khirirat, Mohammad Yaqub, Samuel Horvath | Published: 2023-04-11 | Updated: 2023-08-18
プライバシー手法
ポイズニング
最適化手法

Protecting Federated Learning from Extreme Model Poisoning Attacks via Multidimensional Time Series Anomaly Detection

Authors: Edoardo Gabrielli, Dimitri Belli, Zoe Matrullo, Vittorio Miori, Gabriele Tolomei | Published: 2023-03-29 | Updated: 2024-12-02
データ汚染検出
ポイズニング
収束特性

A Survey on Malware Detection with Graph Representation Learning

Authors: Tristan Bilot, Nour El Madhoun, Khaldoun Al Agha, Anis Zouaoui | Published: 2023-03-28 | Updated: 2023-08-17
グラフ埋め込み
ポイズニング
マルウェア分類