攻撃手法

ManiGen: A Manifold Aided Black-box Generator of Adversarial Examples

Authors: Guanxiong Liu, Issa Khalil, Abdallah Khreishah, Abdulelah Algosaibi, Adel Aldalbahi, Mohammed Alaneem, Abdulaziz Alhumam, Mohammed Anan | Published: 2020-07-11
攻撃手法
敵対的サンプル
防御メカニズム

Generating Adversarial Inputs Using A Black-box Differential Technique

Authors: João Batista Pereira Matos Juúnior, Lucas Carvalho Cordeiro, Marcelo d'Amorim, Xiaowei Huang | Published: 2020-07-10
性能評価
攻撃手法
敵対的サンプル

Attack of the Tails: Yes, You Really Can Backdoor Federated Learning

Authors: Hongyi Wang, Kartik Sreenivasan, Shashank Rajput, Harit Vishwakarma, Saurabh Agarwal, Jy-yong Sohn, Kangwook Lee, Dimitris Papailiopoulos | Published: 2020-07-09
ポイズニング
モデルの堅牢性
攻撃手法

Just How Toxic is Data Poisoning? A Unified Benchmark for Backdoor and Data Poisoning Attacks

Authors: Avi Schwarzschild, Micah Goldblum, Arjun Gupta, John P Dickerson, Tom Goldstein | Published: 2020-06-22 | Updated: 2021-06-17
ポイズニング
ポイズニング攻撃
攻撃手法

Graph Backdoor

Authors: Zhaohan Xi, Ren Pang, Shouling Ji, Ting Wang | Published: 2020-06-21 | Updated: 2021-08-10
グラフニューラルネットワーク
攻撃手法
透かし技術

Systematic Attack Surface Reduction For Deployed Sentiment Analysis Models

Authors: Josh Kalin, David Noever, Gerry Dozier | Published: 2020-06-19
攻撃手法
敵対的学習
防御メカニズム

Adversarial Attacks for Multi-view Deep Models

Authors: Xuli Sun, Shiliang Sun | Published: 2020-06-19
攻撃手法
敵対的サンプル
敵対的攻撃

Classifier-independent Lower-Bounds for Adversarial Robustness

Authors: Elvis Dohmatob | Published: 2020-06-17 | Updated: 2020-11-10
ベイズ分類
攻撃手法
敵対的学習

AdvMind: Inferring Adversary Intent of Black-Box Attacks

Authors: Ren Pang, Xinyang Zhang, Shouling Ji, Xiapu Luo, Ting Wang | Published: 2020-06-16
性能評価
攻撃手法
敵対的学習

On Adversarial Bias and the Robustness of Fair Machine Learning

Authors: Hongyan Chang, Ta Duy Nguyen, Sasi Kumar Murakonda, Ehsan Kazemi, Reza Shokri | Published: 2020-06-15
ポイズニング
メンバーシップ推論
攻撃手法