敵対的学習

Cyber Situation Awareness with Active Learning for Intrusion Detection

Authors: Steven McElwee, James Cannady | Published: 2019-12-29
モデル選択手法
敵対的学習
自動化された侵入検知システム

secml: A Python Library for Secure and Explainable Machine Learning

Authors: Maura Pintor, Luca Demetrio, Angelo Sotgiu, Marco Melis, Ambra Demontis, Battista Biggio | Published: 2019-12-20 | Updated: 2022-05-13
ポイズニング
敵対的学習
透かし評価

Explainability and Adversarial Robustness for RNNs

Authors: Alexander Hartl, Maximilian Bachl, Joachim Fabini, Tanja Zseby | Published: 2019-12-20 | Updated: 2020-02-19
攻撃の分類
敵対的学習
防御手法の効果分析

Random CapsNet Forest Model for Imbalanced Malware Type Classification Task

Authors: Aykut Çayır, Uğur Ünal, Hasan Dağ | Published: 2019-12-20 | Updated: 2020-08-23
敵対的学習
深層学習
透かし評価

Towards Verifying Robustness of Neural Networks Against Semantic Perturbations

Authors: Jeet Mohapatra, Tsui-Wei, Weng, Pin-Yu Chen, Sijia Liu, Luca Daniel | Published: 2019-12-19 | Updated: 2020-06-15
ロバスト性に関する評価
敵対的学習
深層学習

SIGMA : Strengthening IDS with GAN and Metaheuristics Attacks

Authors: Simon Msika, Alejandro Quintero, Foutse Khomh | Published: 2019-12-18
ハイブリッドアルゴリズム
敵対的学習
自動化された侵入検知システム

Fooling LIME and SHAP: Adversarial Attacks on Post hoc Explanation Methods

Authors: Dylan Slack, Sophie Hilgard, Emily Jia, Sameer Singh, Himabindu Lakkaraju | Published: 2019-11-06 | Updated: 2020-02-03
XAI(説明可能なAI)
敵対的学習
説明可能性に対する攻撃

Adversarial Example Detection by Classification for Deep Speech Recognition

Authors: Saeid Samizade, Zheng-Hua Tan, Chao Shen, Xiaohong Guan | Published: 2019-10-22
敵対的学習
敵対的移転性
音声アシスタントの誤作動

White-Box Adversarial Defense via Self-Supervised Data Estimation

Authors: Zudi Lin, Hanspeter Pfister, Ziming Zhang | Published: 2019-09-13
セキュリティ分析
性能評価
敵対的学習

Defending Against Adversarial Attacks by Suppressing the Largest Eigenvalue of Fisher Information Matrix

Authors: Chaomin Shen, Yaxin Peng, Guixu Zhang, Jinsong Fan | Published: 2019-09-13
性能評価
敵対的サンプル
敵対的学習