敵対的攻撃

Adversarial Eigen Attack on Black-Box Models

Authors: Linjun Zhou, Peng Cui, Yinan Jiang, Shiqiang Yang | Published: 2020-08-27
敵対的攻撃
最適化戦略
深層学習技術

Stronger and Faster Wasserstein Adversarial Attacks

Authors: Kaiwen Wu, Allen Houze Wang, Yaoliang Yu | Published: 2020-08-06
ウォーターマーキング
敵対的学習
敵対的攻撃

TREND: Transferability based Robust ENsemble Design

Authors: Deepak Ravikumar, Sangamesh Kodge, Isha Garg, Kaushik Roy | Published: 2020-08-04 | Updated: 2021-03-30
敵対的サンプル
敵対的攻撃
転移学習

Robust and Accurate Authorship Attribution via Program Normalization

Authors: Yizhen Wang, Mohannad Alhanahnah, Ke Wang, Mihai Christodorescu, Somesh Jha | Published: 2020-07-01 | Updated: 2022-02-25
メンバーシップ推論
ロバスト性
敵対的攻撃

Opportunities and Challenges in Deep Learning Adversarial Robustness: A Survey

Authors: Samuel Henrique Silva, Peyman Najafirad | Published: 2020-07-01 | Updated: 2020-07-03
ポイズニング
敵対的サンプル
敵対的攻撃

A Le Cam Type Bound for Adversarial Learning and Applications

Authors: Qiuling Xu, Kevin Bello, Jean Honorio | Published: 2020-07-01 | Updated: 2021-02-10
敵対的サンプル
敵対的攻撃
機械学習手法

Adversarial Deep Ensemble: Evasion Attacks and Defenses for Malware Detection

Authors: Deqiang Li, Qianmu Li | Published: 2020-06-30
ポイズニング
マルウェア進化
敵対的攻撃

FDA3 : Federated Defense Against Adversarial Attacks for Cloud-Based IIoT Applications

Authors: Yunfei Song, Tian Liu, Tongquan Wei, Xiangfeng Wang, Zhe Tao, Mingsong Chen | Published: 2020-06-28
敵対的サンプル
敵対的攻撃
防御メカニズム

ATOM: Robustifying Out-of-distribution Detection Using Outlier Mining

Authors: Jiefeng Chen, Yixuan Li, Xi Wu, Yingyu Liang, Somesh Jha | Published: 2020-06-26 | Updated: 2021-06-30
Out-of-Distribution検出
敵対的サンプルの検知
敵対的攻撃

Can We Mitigate Backdoor Attack Using Adversarial Detection Methods?

Authors: Kaidi Jin, Tianwei Zhang, Chao Shen, Yufei Chen, Ming Fan, Chenhao Lin, Ting Liu | Published: 2020-06-26 | Updated: 2022-07-28
バックドア攻撃
敵対的サンプルの検知
敵対的攻撃