最適化問題

Data Poisoning Attacks on Neighborhood-based Recommender Systems

Authors: Liang Chen, Yangjun Xu, Fenfang Xie, Min Huang, Zibin Zheng | Published: 2019-12-01
ポイズニング
ロバスト性
最適化問題

Design and Interpretation of Universal Adversarial Patches in Face Detection

Authors: Xiao Yang, Fangyun Wei, Hongyang Zhang, Jun Zhu | Published: 2019-11-30 | Updated: 2020-07-17
敵対的スペクトル攻撃検出
最適化問題
深層学習手法

On the Adversarial Robustness of Subspace Learning

Authors: Fuwei Li, Lifeng Lai, Shuguang Cui | Published: 2019-08-17
数学的概念の定義
敵対的攻撃手法
最適化問題

Trade-offs and Guarantees of Adversarial Representation Learning for Information Obfuscation

Authors: Han Zhao, Jianfeng Chi, Yuan Tian, Geoffrey J. Gordon | Published: 2019-06-19 | Updated: 2020-10-25
プライバシー保護
メンバーシップ推論
最適化問題

Improving Black-box Adversarial Attacks with a Transfer-based Prior

Authors: Shuyu Cheng, Yinpeng Dong, Tianyu Pang, Hang Su, Jun Zhu | Published: 2019-06-17 | Updated: 2020-07-26
ポイズニング
敵対的摂動手法
最適化問題

Copy and Paste: A Simple But Effective Initialization Method for Black-Box Adversarial Attacks

Authors: Thomas Brunner, Frederik Diehl, Alois Knoll | Published: 2019-06-14 | Updated: 2019-12-29
初期化手法
敵対的摂動手法
最適化問題

Controlling Neural Level Sets

Authors: Matan Atzmon, Niv Haim, Lior Yariv, Ofer Israelov, Haggai Maron, Yaron Lipman | Published: 2019-05-28 | Updated: 2019-10-27
モデル評価
最適化問題
生成モデル

Fall of Empires: Breaking Byzantine-tolerant SGD by Inner Product Manipulation

Authors: Cong Xie, Sanmi Koyejo, Indranil Gupta | Published: 2019-03-10
ビザンチン合意メカニズム
堅牢性向上手法
最適化問題

Online Data Poisoning Attack

Authors: Xuezhou Zhang, Xiaojin Zhu, Laurent Lessard | Published: 2019-03-05 | Updated: 2019-05-30
ポイズニング
強化学習攻撃
最適化問題

Optimal Attack against Autoregressive Models by Manipulating the Environment

Authors: Yiding Chen, Xiaojin Zhu | Published: 2019-02-01 | Updated: 2019-12-01
MPCアルゴリズム
敵対的攻撃
最適化問題