文献データベース

Boosting Adversarial Training with Hypersphere Embedding

Authors: Tianyu Pang, Xiao Yang, Yinpeng Dong, Kun Xu, Jun Zhu, Hang Su | Published: 2020-02-20 | Updated: 2020-11-25
トレーニング手法
効果的な摂動手法
敵対的訓練

Data Heterogeneity Differential Privacy: From Theory to Algorithm

Authors: Yilin Kang, Jian Li, Yong Liu, Weiping Wang | Published: 2020-02-20 | Updated: 2023-01-28
DP-SGD
プライバシー保護アルゴリズム
損失関数

On Adaptive Attacks to Adversarial Example Defenses

Authors: Florian Tramer, Nicholas Carlini, Wieland Brendel, Aleksander Madry | Published: 2020-02-19 | Updated: 2020-10-23
ロバスト性評価
敵対的サンプル
防御手法

Variational Encoder-based Reliable Classification

Authors: Chitresh Bhushan, Zhaoyuan Yang, Nurali Virani, Naresh Iyer | Published: 2020-02-19 | Updated: 2020-10-17
トレーニング手法
ロバスト性評価
敵対的攻撃検出

Randomized Smoothing of All Shapes and Sizes

Authors: Greg Yang, Tony Duan, J. Edward Hu, Hadi Salman, Ilya Razenshteyn, Jerry Li | Published: 2020-02-19 | Updated: 2020-07-23
トレーニング手法
ロバスト性評価
数学的概念の定義

Influence Function based Data Poisoning Attacks to Top-N Recommender Systems

Authors: Minghong Fang, Neil Zhenqiang Gong, Jia Liu | Published: 2020-02-19 | Updated: 2020-05-31
ポイズニング
最大カバレッジ問題
脅威モデリング

Indirect Adversarial Attacks via Poisoning Neighbors for Graph Convolutional Networks

Authors: Tsubasa Takahashi | Published: 2020-02-19
GNN
敵対的サンプル
敵対的攻撃検出

Detection and Analysis of Drive-by Downloads and Malicious Websites

Authors: Saeed Ibrahim, Nawwaf Al Herami, Ebrahim Al Naqbi, Monther Aldwairi | Published: 2020-02-19 | Updated: 2020-04-09
マルウェア検出
情報セキュリティ
特徴抽出手法

Action-Manipulation Attacks Against Stochastic Bandits: Attacks and Defense

Authors: Guanlin Liu, Lifeng lai | Published: 2020-02-19 | Updated: 2020-02-21
ロバスト性評価
報酬の毒性
行動操作攻撃

Towards Query-Efficient Black-Box Adversary with Zeroth-Order Natural Gradient Descent

Authors: Pu Zhao, Pin-Yu Chen, Siyue Wang, Xue Lin | Published: 2020-02-18
性能低下の要因
敵対的攻撃検出
計算効率