ポイズニング

Fooling Partial Dependence via Data Poisoning

Authors: Hubert Baniecki, Wojciech Kretowicz, Przemyslaw Biecek | Published: 2021-05-26 | Updated: 2022-07-10
データ汚染検出
ポイズニング
脆弱性評価手法

Regularization Can Help Mitigate Poisoning Attacks… with the Right Hyperparameters

Authors: Javier Carnerero-Cano, Luis Muñoz-González, Phillippa Spencer, Emil C. Lupu | Published: 2021-05-23
ポイズニング
最適化手法
脆弱性評価手法

Preventing Machine Learning Poisoning Attacks Using Authentication and Provenance

Authors: Jack W. Stokes, Paul England, Kevin Kane | Published: 2021-05-20
ウォーターマーキング
データの起源と変遷
ポイズニング

Privacy Inference Attacks and Defenses in Cloud-based Deep Neural Network: A Survey

Authors: Xiaoyu Zhang, Chao Chen, Yi Xie, Xiaofeng Chen, Jun Zhang, Yang Xiang | Published: 2021-05-13
プライバシー保護メカニズム
ポイズニング
メンバーシップ推論

Mental Models of Adversarial Machine Learning

Authors: Lukas Bieringer, Kathrin Grosse, Michael Backes, Battista Biggio, Katharina Krombholz | Published: 2021-05-08 | Updated: 2022-06-29
ポイズニング
メンタルモデル
敵対的サンプル

Incompatibility Clustering as a Defense Against Backdoor Poisoning Attacks

Authors: Charles Jin, Melinda Sun, Martin Rinard | Published: 2021-05-08 | Updated: 2023-04-27
ポイズニング
敵対的攻撃
防御メカニズム

De-Pois: An Attack-Agnostic Defense against Data Poisoning Attacks

Authors: Jian Chen, Xuxin Zhang, Rui Zhang, Chen Wang, Ling Liu | Published: 2021-05-08
ポイズニング
毒性攻撃に特化した内容
生成モデルの課題

Improving Botnet Detection with Recurrent Neural Network and Transfer Learning

Authors: Jeeyung Kim, Alex Sim, Jinoh Kim, Kesheng Wu, Jaegyoon Hahm | Published: 2021-04-26
ポイズニング
ボットネット検出
転移学習

Launching Adversarial Attacks against Network Intrusion Detection Systems for IoT

Authors: Pavlos Papadopoulos, Oliver Thornewill von Essen, Nikolaos Pitropakis, Christos Chrysoulas, Alexios Mylonas, William J. Buchanan | Published: 2021-04-26
ポイズニング
マルチクラス分類
敵対的サンプルの検知

Influence Based Defense Against Data Poisoning Attacks in Online Learning

Authors: Sanjay Seetharaman, Shubham Malaviya, Rosni KV, Manish Shukla, Sachin Lodha | Published: 2021-04-24
データ保護手法
ポイズニング
防御メカニズム