防御手法

On Configurable Defense against Adversarial Example Attacks

Authors: Bo Luo, Min Li, Yu Li, Qiang Xu | Published: 2018-12-06
敵対的サンプル
敵対的学習
防御手法

Random Spiking and Systematic Evaluation of Defenses Against Adversarial Examples

Authors: Huangyi Ge, Sze Yiu Chau, Bruno Ribeiro, Ninghui Li | Published: 2018-12-05 | Updated: 2020-01-20
モデルの頑健性保証
敵対的サンプル
防御手法

Adversarial Machine Learning And Speech Emotion Recognition: Utilizing Generative Adversarial Networks For Robustness

Authors: Siddique Latif, Rajib Rana, Junaid Qadir | Published: 2018-11-28 | Updated: 2018-12-30
モデルの頑健性保証
ロバスト性向上
防御手法

Convolutional Neural Networks with Transformed Input based on Robust Tensor Network Decomposition

Authors: Jenn-Bing Ong, Wee-Keong Ng, C. -C. Jay Kuo | Published: 2018-11-20 | Updated: 2018-12-11
ロバスト分類
敵対的学習
防御手法

Lightweight Lipschitz Margin Training for Certified Defense against Adversarial Examples

Authors: Hajime Ono, Tsubasa Takahashi, Kazuya Kakizaki | Published: 2018-11-20
ロバスト性向上
敵対的学習
防御手法

The Taboo Trap: Behavioural Detection of Adversarial Samples

Authors: Ilia Shumailov, Yiren Zhao, Robert Mullins, Ross Anderson | Published: 2018-11-18 | Updated: 2019-11-21
バックドアモデルの検知
暗号化技術
防御手法

Robust Website Fingerprinting Through the Cache Occupancy Channel

Authors: Anatoly Shusterman, Lachlan Kang, Yarden Haskal, Yosef Meltser, Prateek Mittal, Yossi Oren, Yuval Yarom | Published: 2018-11-17 | Updated: 2019-02-21
フィンガープリンティング手法
攻撃の評価
防御手法

FAdeML: Understanding the Impact of Pre-Processing Noise Filtering on Adversarial Machine Learning

Authors: Faiq Khalid, Muhammmad Abdullah Hanif, Semeen Rehman, Junaid Qadir, Muhammad Shafique | Published: 2018-11-04
モデル抽出攻撃
攻撃の評価
防御手法

QuSecNets: Quantization-based Defense Mechanism for Securing Deep Neural Network against Adversarial Attacks

Authors: Faiq Khalid, Hassan Ali, Hammad Tariq, Muhammad Abdullah Hanif, Semeen Rehman, Rehan Ahmed, Muhammad Shafique | Published: 2018-11-04 | Updated: 2020-05-14
モデルの頑健性保証
量子化手法
防御手法

Adversarial Examples: Opportunities and Challenges

Authors: Jiliang Zhang, Chen Li | Published: 2018-09-13 | Updated: 2019-09-23
モデルの頑健性保証
敵対的サンプル
防御手法