ポイズニング

BUZz: BUffer Zones for defending adversarial examples in image classification

Authors: Kaleel Mahmood, Phuong Ha Nguyen, Lam M. Nguyen, Thanh Nguyen, Marten van Dijk | Published: 2019-10-03 | Updated: 2020-06-16
ポイズニング
攻撃の評価
敵対的攻撃手法

Cross-Layer Strategic Ensemble Defense Against Adversarial Examples

Authors: Wenqi Wei, Ling Liu, Margaret Loper, Ka-Ho Chow, Emre Gursoy, Stacey Truex, Yanzhao Wu | Published: 2019-10-01
ポイズニング
攻撃の評価
敵対的サンプル

Min-Max Optimization without Gradients: Convergence and Applications to Adversarial ML

Authors: Sijia Liu, Songtao Lu, Xiangyi Chen, Yao Feng, Kaidi Xu, Abdullah Al-Dujaili, Minyi Hong, Una-May O'Reilly | Published: 2019-09-30 | Updated: 2020-06-17
ポイズニング
収束解析
敵対的攻撃

GAMIN: An Adversarial Approach to Black-Box Model Inversion

Authors: Ulrich Aïvodji, Sébastien Gambs, Timon Ther | Published: 2019-09-26
ポイズニング
攻撃の分類
生成的敵対ネットワーク

COPYCAT: Practical Adversarial Attacks on Visualization-Based Malware Detection

Authors: Aminollah Khormali, Ahmed Abusnaina, Songqing Chen, DaeHun Nyang, Aziz Mohaisen | Published: 2019-09-20
ポイズニング
敵対的サンプル
敵対的攻撃

Defending Against Physically Realizable Attacks on Image Classification

Authors: Tong Wu, Liang Tong, Yevgeniy Vorobeychik | Published: 2019-09-20 | Updated: 2020-02-14
ポイズニング
攻撃の分類
敵対的攻撃

Adversarial Attacks and Defenses in Images, Graphs and Text: A Review

Authors: Han Xu, Yao Ma, Haochen Liu, Debayan Deb, Hui Liu, Jiliang Tang, Anil K. Jain | Published: 2019-09-17 | Updated: 2019-10-09
ポイズニング
敵対的サンプル
敵対的攻撃

They Might NOT Be Giants: Crafting Black-Box Adversarial Examples with Fewer Queries Using Particle Swarm Optimization

Authors: Rayan Mosli, Matthew Wright, Bo Yuan, Yin Pan | Published: 2019-09-16
ポイズニング
モデルの堅牢性
敵対的摂動手法

Node Injection Attacks on Graphs via Reinforcement Learning

Authors: Yiwei Sun, Suhang Wang, Xianfeng Tang, Tsung-Yu Hsieh, Vasant Honavar | Published: 2019-09-14
ノード注入攻撃
ポイズニング
強化学習アルゴリズム

Sparse and Imperceivable Adversarial Attacks

Authors: Francesco Croce, Matthias Hein | Published: 2019-09-11
ポイズニング
攻撃手法
機械学習手法