機械学習手法

NeuroAttack: Undermining Spiking Neural Networks Security through Externally Triggered Bit-Flips

Authors: Valerio Venceslai, Alberto Marchisio, Ihsen Alouani, Maurizio Martina, Muhammad Shafique | Published: 2020-05-16
性能評価指標
機械学習手法
深層学習技術

Encryption Inspired Adversarial Defense for Visual Classification

Authors: MaungMaung AprilPyone, Hitoshi Kiya | Published: 2020-05-16
機械学習アルゴリズム
機械学習手法
防御効果分析

Towards Assessment of Randomized Smoothing Mechanisms for Certifying Adversarial Robustness

Authors: Tianhang Zheng, Di Wang, Baochun Li, Jinhui Xu | Published: 2020-05-15 | Updated: 2020-06-07
アルゴリズム
機械学習アルゴリズム
機械学習手法

Heterogeneous Graph Neural Networks for Malicious Account Detection

Authors: Ziqi Liu, Chaochao Chen, Xinxing Yang, Jun Zhou, Xiaolong Li, Le Song | Published: 2020-02-27
GNN
グラフプライバシー
機械学習手法

IoT Device Identification Using Deep Learning

Authors: Jaidip Kotak, Yuval Elovici | Published: 2020-02-25
データ管理システム
性能評価
機械学習手法

Stealing Black-Box Functionality Using The Deep Neural Tree Architecture

Authors: Daniel Teitelman, Itay Naeh, Shie Mannor | Published: 2020-02-23
トレーニングデータ抽出手法
トレーニング手法
機械学習手法

Practical Fast Gradient Sign Attack against Mammographic Image Classifier

Authors: Ibrahim Yilmaz | Published: 2020-01-27
敵対的学習
敵対的攻撃検出
機械学習手法

Secure and Robust Machine Learning for Healthcare: A Survey

Authors: Adnan Qayyum, Junaid Qadir, Muhammad Bilal, Ala Al-Fuqaha | Published: 2020-01-21
医療画像分析
敵対的サンプル
機械学習手法

An Intelligent and Time-Efficient DDoS Identification Framework for Real-Time Enterprise Networks SAD-F: Spark Based Anomaly Detection Framework

Authors: Awais Ahmed, Sufian Hameed, Muhammad Rafi, Qublai Khan Ali Mirza | Published: 2020-01-21 | Updated: 2020-02-14
DDoS攻撃検出
ネットワーク脅威検出
機械学習手法

Pelican: A Deep Residual Network for Network Intrusion Detection

Authors: Peilun Wu, Hui Guo, Nour Moustafa | Published: 2020-01-19 | Updated: 2020-05-08
ネットワーク脅威検出
機械学習手法
深層強化学習