ポイズニング

On Norm-Agnostic Robustness of Adversarial Training

Authors: Bai Li, Changyou Chen, Wenlin Wang, Lawrence Carin | Published: 2019-05-15
ポイズニング
敵対的サンプル
敵対的訓練

Transferable Clean-Label Poisoning Attacks on Deep Neural Nets

Authors: Chen Zhu, W. Ronny Huang, Ali Shafahi, Hengduo Li, Gavin Taylor, Christoph Studer, Tom Goldstein | Published: 2019-05-15 | Updated: 2019-05-16
バックドア攻撃
ポイズニング
攻撃タイプ

Adversarial Defense Framework for Graph Neural Network

Authors: Shen Wang, Zhengzhang Chen, Jingchao Ni, Xiao Yu, Zhichun Li, Haifeng Chen, Philip S. Yu | Published: 2019-05-09 | Updated: 2019-05-10
フレームワーク
ポイズニング
ロバスト推定

Cognitive Triaging of Phishing Attacks

Authors: Amber van der Heijden, Luca Allodi | Published: 2019-05-06 | Updated: 2019-05-29
データ収集手法
ポイズニング
攻撃シナリオ分析

Better the Devil you Know: An Analysis of Evasion Attacks using Out-of-Distribution Adversarial Examples

Authors: Vikash Sehwag, Arjun Nitin Bhagoji, Liwei Song, Chawin Sitawarin, Daniel Cullina, Mung Chiang, Prateek Mittal | Published: 2019-05-05
ポイズニング
敵対的サンプル
敵対的攻撃検出

Mimic Learning to Generate a Shareable Network Intrusion Detection Model

Authors: Ahmed Shafee, Mohamed Baza, Douglas A. Talbert, Mostafa M. Fouda, Mahmoud Nabil, Mohamed Mahmoud | Published: 2019-05-02 | Updated: 2020-02-18
ポイズニング
モデル設計
機械学習

Adversarial Training for Free!

Authors: Ali Shafahi, Mahyar Najibi, Amin Ghiasi, Zheng Xu, John Dickerson, Christoph Studer, Larry S. Davis, Gavin Taylor, Tom Goldstein | Published: 2019-04-29 | Updated: 2019-11-20
ポイズニング
敵対的サンプル
適応型敵対的訓練

Adversarial Learning in Statistical Classification: A Comprehensive Review of Defenses Against Attacks

Authors: David J. Miller, Zhen Xiang, George Kesidis | Published: 2019-04-12 | Updated: 2019-12-02
バックドア攻撃
ポイズニング
敵対的攻撃検出

Online Data Poisoning Attack

Authors: Xuezhou Zhang, Xiaojin Zhu, Laurent Lessard | Published: 2019-03-05 | Updated: 2019-05-30
ポイズニング
強化学習攻撃
最適化問題

PuVAE: A Variational Autoencoder to Purify Adversarial Examples

Authors: Uiwon Hwang, Jaewoo Park, Hyemi Jang, Sungroh Yoon, Nam Ik Cho | Published: 2019-03-02
ポイズニング
堅牢性向上手法
敵対的摂動手法