ポイズニング

Privacy and Transparency in Graph Machine Learning: A Unified Perspective

Authors: Megha Khosla | Published: 2022-07-22 | Updated: 2022-10-19
グラフ機械学習の説明可能性
プライバシー分類
ポイズニング

Careful What You Wish For: on the Extraction of Adversarially Trained Models

Authors: Kacem Khaled, Gabriela Nicolescu, Felipe Gohring de Magalhães | Published: 2022-07-21
ポイズニング
攻撃手法
敵対的サンプル

MUD-PQFed: Towards Malicious User Detection in Privacy-Preserving Quantized Federated Learning

Authors: Hua Ma, Qun Li, Yifeng Zheng, Zhi Zhang, Xiaoning Liu, Yansong Gao, Said F. Al-Sarawi, Derek Abbott | Published: 2022-07-19
DFLに対する攻撃手法
プライバシー保護技術
ポイズニング

Using Anomaly Detection to Detect Poisoning Attacks in Federated Learning Applications

Authors: Ali Raza, Shujun Li, Kim-Phuc Tran, Ludovic Koehl, Kim Duc Tran | Published: 2022-07-18 | Updated: 2025-03-25
ポイズニング
悪意のあるクライアント
毒データの検知

Practical Attacks on Machine Learning: A Case Study on Adversarial Windows Malware

Authors: Luca Demetrio, Battista Biggio, Fabio Roli | Published: 2022-07-12
DFLに対する攻撃手法
ポイズニング
マルウェア拡散手段

Efficient and Privacy Preserving Group Signature for Federated Learning

Authors: Sneha Kanchan, Jae Won Jang, Jun Yong Yoon, Bong Jun Choi | Published: 2022-07-12 | Updated: 2022-07-15
グループ署名
ポイズニング
通信効率

Statistical Detection of Adversarial examples in Blockchain-based Federated Forest In-vehicle Network Intrusion Detection Systems

Authors: Ibrahim Aliyu, Selinde van Engelenburg, Muhammed Bashir Muazu, Jinsul Kim, Chang Gyoon Lim | Published: 2022-07-11
ポイズニング
攻撃タイプ
敵対的学習

Federated and Transfer Learning: A Survey on Adversaries and Defense Mechanisms

Authors: Ehsan Hallaji, Roozbeh Razavi-Far, Mehrdad Saif | Published: 2022-07-05
プライバシー保護
ポイズニング
防御手法

Defending against the Label-flipping Attack in Federated Learning

Authors: Najeeb Moharram Jebreel, Josep Domingo-Ferrer, David Sánchez, Alberto Blanco-Justicia | Published: 2022-07-05
アルゴリズム設計
ポイズニング
防御手法

FL-Defender: Combating Targeted Attacks in Federated Learning

Authors: Najeeb Jebreel, Josep Domingo-Ferrer | Published: 2022-07-02
DFLに対する攻撃手法
アルゴリズム設計
ポイズニング