深層学習に基づくIDS

Unsupervised Network Intrusion Detection System for AVTP in Automotive Ethernet Networks

Authors: Natasha Alkhatib, Maria Mushtaq, Hadi Ghauch, Jean-Luc Danger | Published: 2022-01-31 | Updated: 2022-04-25
深層学習に基づくIDS
異常検出手法
自動車ネットワークセキュリティ

Machine Learning Interpretability Meets TLS Fingerprinting

Authors: Mahdi Jafari Siavoshani, Amir Hossein Khajepour, Amirmohammad Ziaei, Amir Ali Gatmiri, Ali Taheri | Published: 2020-11-12 | Updated: 2021-09-12
データ漏洩
モデル性能評価
深層学習に基づくIDS

EMPIR: Ensembles of Mixed Precision Deep Networks for Increased Robustness against Adversarial Attacks

Authors: Sanchari Sen, Balaraman Ravindran, Anand Raghunathan | Published: 2020-04-21
機械学習
深層学習に基づくIDS
防御手法

Network Intrusion Detection based on LSTM and Feature Embedding

Authors: Hyeokmin Gwon, Chungjun Lee, Rakun Keum, Heeyoul Choi | Published: 2019-11-26
攻撃タイプ
機械学習の応用
深層学習に基づくIDS

Host-based anomaly detection using Eigentraces feature extraction and one-class classification on system call trace data

Authors: Ehsan Aghaei, Gursel Serpen | Published: 2019-11-25
モデル性能評価
深層学習に基づくIDS
研究方法論

Deep Learning in steganography and steganalysis from 2015 to 2018

Authors: Marc Chaumont | Published: 2019-03-31 | Updated: 2019-10-16
ステガノグラフィー手法
機械学習の応用
深層学習に基づくIDS

Deep-Net: Deep Neural Network for Cyber Security Use Cases

Authors: Vinayakumar R, Barathi Ganesh HB, Prabaharan Poornachandran, Anand Kumar M, Soman KP | Published: 2018-12-09
サイバー脅威
マルウェア検出
深層学習に基づくIDS

How Robust are Deep Neural Networks?

Authors: Biswa Sengupta, Karl J. Friston | Published: 2018-04-30
モデルの頑健性保証
深層学習に基づくIDS
透かし技術