ポイズニング

Towards Query Efficient Black-box Attacks: An Input-free Perspective

Authors: Yali Du, Meng Fang, Jinfeng Yi, Jun Cheng, Dacheng Tao | Published: 2018-09-09
クエリ生成手法
トリガーの検知
ポイズニング

Adversarial Attacks on Node Embeddings via Graph Poisoning

Authors: Aleksandar Bojchevski, Stephan Günnemann | Published: 2018-09-04 | Updated: 2019-05-27
ポイズニング
モデルの頑健性保証
ロバスト性分析

Mitigating Sybils in Federated Learning Poisoning

Authors: Clement Fung, Chris J. M. Yoon, Ivan Beschastnikh | Published: 2018-08-14 | Updated: 2020-07-15
ポイズニング
ロバスト性分析
敵対的攻撃

Gradient Band-based Adversarial Training for Generalized Attack Immunity of A3C Path Finding

Authors: Tong Chen, Wenjia Niu, Yingxiao Xiang, Xiaoxuan Bai, Jiqiang Liu, Zhen Han, Gang Li | Published: 2018-07-18
ポイズニング
敵対的学習
敵対的攻撃

Copycat CNN: Stealing Knowledge by Persuading Confession with Random Non-Labeled Data

Authors: Jacson Rodrigues Correia-Silva, Rodrigo F. Berriel, Claudine Badue, Alberto F. de Souza, Thiago Oliveira-Santos | Published: 2018-06-14
ポイズニング
モデルの頑健性保証
顔認識システム

Adversarial Regression with Multiple Learners

Authors: Liang Tong, Sixie Yu, Scott Alfeld, Yevgeniy Vorobeychik | Published: 2018-06-06
ポイズニング
損失関数
敵対的学習

Adversarial Attacks on Neural Networks for Graph Data

Authors: Daniel Zügner, Amir Akbarnejad, Stephan Günnemann | Published: 2018-05-21 | Updated: 2021-12-09
ポイズニング
モデルの頑健性保証
敵対的攻撃検出

Gradient-Leaks: Understanding and Controlling Deanonymization in Federated Learning

Authors: Tribhuvanesh Orekondy, Seong Joon Oh, Yang Zhang, Bernt Schiele, Mario Fritz | Published: 2018-05-15 | Updated: 2020-09-13
プライバシー保護機械学習
ポイズニング
ユーザー行動分析

Is feature selection secure against training data poisoning?

Authors: Huang Xiao, Battista Biggio, Gavin Brown, Giorgio Fumera, Claudia Eckert, Fabio Roli | Published: 2018-04-21
ポイズニング
毒データの検知
毒性攻撃に特化した内容

Poison Frogs! Targeted Clean-Label Poisoning Attacks on Neural Networks

Authors: Ali Shafahi, W. Ronny Huang, Mahyar Najibi, Octavian Suciu, Christoph Studer, Tudor Dumitras, Tom Goldstein | Published: 2018-04-03 | Updated: 2018-11-10
バックドア攻撃
ポイズニング
毒データの検知