文献データベース

Detection of Unauthorized IoT Devices Using Machine Learning Techniques

Authors: Yair Meidan, Michael Bohadana, Asaf Shabtai, Martin Ochoa, Nils Ole Tippenhauer, Juan Davis Guarnizo, Yuval Elovici | Published: 2017-09-14
バックドアモデルの検知
モデル性能評価
攻撃検出

Models and Framework for Adversarial Attacks on Complex Adaptive Systems

Authors: Vahid Behzadan, Arslan Munir | Published: 2017-09-13
強化学習アルゴリズム
攻撃検出
脆弱性分析

EAD: Elastic-Net Attacks to Deep Neural Networks via Adversarial Examples

Authors: Pin-Yu Chen, Yash Sharma, Huan Zhang, Jinfeng Yi, Cho-Jui Hsieh | Published: 2017-09-13 | Updated: 2018-02-10
モデルの頑健性保証
対抗的学習
敵対的サンプル

Ensemble Methods as a Defense to Adversarial Perturbations Against Deep Neural Networks

Authors: Thilo Strauss, Markus Hanselmann, Andrej Junginger, Holger Ulmer | Published: 2017-09-11 | Updated: 2018-02-08
モデルの頑健性保証
モデル性能評価
ロバスト性向上

A Neural Network Architecture Combining Gated Recurrent Unit (GRU) and Support Vector Machine (SVM) for Intrusion Detection in Network Traffic Data

Authors: Abien Fred Agarap | Published: 2017-09-10 | Updated: 2019-02-07
モデル性能評価
攻撃検出
機械学習技術

Towards Proving the Adversarial Robustness of Deep Neural Networks

Authors: Guy Katz, Clark Barrett, David L. Dill, Kyle Julian, Mykel J. Kochenderfer | Published: 2017-09-08
モデルの頑健性保証
ロバスト性向上
対抗的学習

Privacy Risk in Machine Learning: Analyzing the Connection to Overfitting

Authors: Samuel Yeom, Irene Giacomelli, Matt Fredrikson, Somesh Jha | Published: 2017-09-05 | Updated: 2018-05-04
プライバシー分析
プライバシー漏洩
メンバーシップ推論

PassGAN: A Deep Learning Approach for Password Guessing

Authors: Briland Hitaj, Paolo Gasti, Giuseppe Ateniese, Fernando Perez-Cruz | Published: 2017-09-01 | Updated: 2019-02-14
パスワード強度評価
モデル性能評価
生成モデルの課題

RON-Gauss: Enhancing Utility in Non-Interactive Private Data Release

Authors: Thee Chanyaswad, Changchang Liu, Prateek Mittal | Published: 2017-08-31 | Updated: 2018-10-16
バックドア攻撃用の毒データの検知
プライバシー保護手法
生成モデル

On Security and Sparsity of Linear Classifiers for Adversarial Settings

Authors: Ambra Demontis, Paolo Russu, Battista Biggio, Giorgio Fumera, Fabio Roli | Published: 2017-08-31
メンバーシップ推論
ロバスト性分析
攻撃手法