攻撃手法

Investigating Resistance of Deep Learning-based IDS against Adversaries using min-max Optimization

Authors: Rana Abou Khamis, Omair Shafiq, Ashraf Matrawy | Published: 2019-10-30
ポイズニング
攻撃手法
敵対的サンプル

Privacy Enhanced Multimodal Neural Representations for Emotion Recognition

Authors: Mimansa Jaiswal, Emily Mower Provost | Published: 2019-10-29
プライバシー管理
攻撃手法
評価指標

MaskedNet: The First Hardware Inference Engine Aiming Power Side-Channel Protection

Authors: Anuj Dubey, Rosario Cammarota, Aydin Aysu | Published: 2019-10-29 | Updated: 2019-12-02
メンバーシップ推論
攻撃手法
防御手法の効果分析

Active Subspace of Neural Networks: Structural Analysis and Universal Attacks

Authors: Chunfeng Cui, Kaiqi Zhang, Talgat Daulbaev, Julia Gusak, Ivan Oseledets, Zheng Zhang | Published: 2019-10-29 | Updated: 2020-04-29
モデル圧縮のリスク
攻撃手法
次元削減手法

Detection of Adversarial Attacks and Characterization of Adversarial Subspace

Authors: Mohammad Esmaeilpour, Patrick Cardinal, Alessandro Lameiras Koerich | Published: 2019-10-26
セキュアロジスティック回帰
攻撃手法
敵対的サンプルの検知

Feedback Learning for Improving the Robustness of Neural Networks

Authors: Chang Song, Zuoguan Wang, Hai Li | Published: 2019-09-12
クラス不均衡
攻撃手法
敵対的サンプル

Learning-Guided Network Fuzzing for Testing Cyber-Physical System Defences

Authors: Yuqi Chen, Christopher M. Poskitt, Jun Sun, Sridhar Adepu, Fan Zhang | Published: 2019-09-12
センサー状態推定
攻撃手法
機械学習の応用

Structural Robustness for Deep Learning Architectures

Authors: Carlos Lassance, Vincent Gripon, Jian Tang, Antonio Ortega | Published: 2019-09-11
攻撃手法
機械学習の応用
機械学習手法

Sparse and Imperceivable Adversarial Attacks

Authors: Francesco Croce, Matthias Hein | Published: 2019-09-11
ポイズニング
攻撃手法
機械学習手法

PDA: Progressive Data Augmentation for General Robustness of Deep Neural Networks

Authors: Hang Yu, Aishan Liu, Xianglong Liu, Gengchao Li, Ping Luo, Ran Cheng, Jichen Yang, Chongzhi Zhang | Published: 2019-09-11 | Updated: 2020-02-24
ポイズニング
モデルの堅牢性
攻撃手法