文献データベース

Transfer of Adversarial Robustness Between Perturbation Types

Authors: Daniel Kang, Yi Sun, Tom Brown, Dan Hendrycks, Jacob Steinhardt | Published: 2019-05-03
敵対的サンプル
敵対的攻撃検出
適応型敵対的訓練

Generative Adversarial Network for Wireless Signal Spoofing

Authors: Yi Shi, Kemal Davaslioglu, Yalin E. Sagduyu | Published: 2019-05-03 | Updated: 2019-05-07
攻撃シナリオ分析
機械学習
物理層セキュリティ

Mimic Learning to Generate a Shareable Network Intrusion Detection Model

Authors: Ahmed Shafee, Mohamed Baza, Douglas A. Talbert, Mostafa M. Fouda, Mahmoud Nabil, Mohamed Mahmoud | Published: 2019-05-02 | Updated: 2020-02-18
ポイズニング
モデル設計
機械学習

You Only Propagate Once: Accelerating Adversarial Training via Maximal Principle

Authors: Dinghuai Zhang, Tianyuan Zhang, Yiping Lu, Zhanxing Zhu, Bin Dong | Published: 2019-05-02 | Updated: 2019-11-01
最適化アルゴリズムの選択と評価
機械学習
適応型敵対的訓練

Weight Map Layer for Noise and Adversarial Attack Robustness

Authors: Mohammed Amer, Tomás Maul | Published: 2019-05-02 | Updated: 2020-12-02
ロバスト推定
将来の研究
敵対的攻撃手法

NATTACK: Learning the Distributions of Adversarial Examples for an Improved Black-Box Attack on Deep Neural Networks

Authors: Yandong Li, Lijun Li, Liqiang Wang, Tong Zhang, Boqing Gong | Published: 2019-05-01 | Updated: 2019-12-09
敵対的サンプル
敵対的攻撃手法
深層学習技術

To believe or not to believe: Validating explanation fidelity for dynamic malware analysis

Authors: Li Chen, Carter Yagemann, Evan Downing | Published: 2019-04-30
マルウェア検出
深層学習技術
画像分類解釈

Detecting Adversarial Examples through Nonlinear Dimensionality Reduction

Authors: Francesco Crecchi, Davide Bacciu, Battista Biggio | Published: 2019-04-30 | Updated: 2019-05-01
敵対的サンプル
敵対的攻撃手法
深層学習技術

Adversarial Training and Robustness for Multiple Perturbations

Authors: Florian Tramèr, Dan Boneh | Published: 2019-04-30 | Updated: 2019-10-18
ロバスト推定
敵対的サンプル
敵対的攻撃手法

Adversarial Training for Free!

Authors: Ali Shafahi, Mahyar Najibi, Amin Ghiasi, Zheng Xu, John Dickerson, Christoph Studer, Larry S. Davis, Gavin Taylor, Tom Goldstein | Published: 2019-04-29 | Updated: 2019-11-20
ポイズニング
敵対的サンプル
適応型敵対的訓練