ポイズニング

Learning to Confuse: Generating Training Time Adversarial Data with Auto-Encoder

Authors: Ji Feng, Qi-Zhi Cai, Zhi-Hua Zhou | Published: 2019-05-22
ポイズニング
効果的な摂動手法
機械学習アルゴリズム

POPQORN: Quantifying Robustness of Recurrent Neural Networks

Authors: Ching-Yun Ko, Zhaoyang Lyu, Tsui-Wei Weng, Luca Daniel, Ngai Wong, Dahua Lin | Published: 2019-05-17
ポイズニング
モデル評価
性能評価手法

Parsimonious Black-Box Adversarial Attacks via Efficient Combinatorial Optimization

Authors: Seungyong Moon, Gaon An, Hyun Oh Song | Published: 2019-05-16 | Updated: 2022-10-18
クエリ生成手法
ポイズニング
最適化手法

Data Poisoning Attacks on Stochastic Bandits

Authors: Fang Liu, Ness Shroff | Published: 2019-05-16
アルゴリズム
ポイズニング
攻撃チェーン分析

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