敵対的攻撃手法

Towards non-toxic landscapes: Automatic toxic comment detection using DNN

Authors: Ashwin Geet D'Sa, Irina Illina, Dominique Fohr | Published: 2019-11-19 | Updated: 2020-09-16
クラス不均衡
モデル性能評価
敵対的攻撃手法

Deep Detector Health Management under Adversarial Campaigns

Authors: Javier Echauz, Keith Kenemer, Sarfaraz Hussein, Jay Dhaliwal, Saurabh Shintre, Slawomir Grzonkowski, Andrew Gardner | Published: 2019-11-19
クラス不均衡
敵対的サンプル
敵対的攻撃手法

Attack on Grid Event Cause Analysis: An Adversarial Machine Learning Approach

Authors: Iman Niazazari, Hanif Livani | Published: 2019-11-19 | Updated: 2019-11-25
敵対的サンプル
敵対的攻撃手法
防御手法の効果分析

WITCHcraft: Efficient PGD attacks with random step size

Authors: Ping-Yeh Chiang, Jonas Geiping, Micah Goldblum, Tom Goldstein, Renkun Ni, Steven Reich, Ali Shafahi | Published: 2019-11-18
収束分析
強化学習攻撃
敵対的攻撃手法

Can You Really Backdoor Federated Learning?

Authors: Ziteng Sun, Peter Kairouz, Ananda Theertha Suresh, H. Brendan McMahan | Published: 2019-11-18 | Updated: 2019-12-02
敵対的攻撃手法
脅威モデル
防御手法の効果分析

A New Ensemble Adversarial Attack Powered by Long-term Gradient Memories

Authors: Zhaohui Che, Ali Borji, Guangtao Zhai, Suiyi Ling, Jing Li, Patrick Le Callet | Published: 2019-11-18
バックドア攻撃
モデル性能評価
敵対的攻撃手法

Black-Box Adversarial Attack with Transferable Model-based Embedding

Authors: Zhichao Huang, Tong Zhang | Published: 2019-11-17 | Updated: 2020-01-05
敵対的サンプル
敵対的攻撃手法
知識移転性

Defending Against Model Stealing Attacks with Adaptive Misinformation

Authors: Sanjay Kariyappa, Moinuddin K Qureshi | Published: 2019-11-16
敵対的サンプル
敵対的攻撃手法
防御手法の効果分析

Suspicion-Free Adversarial Attacks on Clustering Algorithms

Authors: Anshuman Chhabra, Abhishek Roy, Prasant Mohapatra | Published: 2019-11-16
モデル性能評価
数値安定性の問題
敵対的攻撃手法

DomainGAN: Generating Adversarial Examples to Attack Domain Generation Algorithm Classifiers

Authors: Isaac Corley, Jonathan Lwowski, Justin Hoffman | Published: 2019-11-14 | Updated: 2020-02-14
ボットネット検出
モデル性能評価
敵対的攻撃手法