Deep Learning-Based 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
Deep Learning-Based IDS
Anomaly Detection Method
Automotive Network Security

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
Data Leakage
Model Performance Evaluation
Deep Learning-Based 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
Machine Learning
Deep Learning-Based IDS
Defense Method

Network Intrusion Detection based on LSTM and Feature Embedding

Authors: Hyeokmin Gwon, Chungjun Lee, Rakun Keum, Heeyoul Choi | Published: 2019-11-26
Attack Type
Machine Learning Application
Deep Learning-Based 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
Model Performance Evaluation
Deep Learning-Based IDS
Research Methodology

Deep Learning in steganography and steganalysis from 2015 to 2018

Authors: Marc Chaumont | Published: 2019-03-31 | Updated: 2019-10-16
Steganography Techniques
Machine Learning Application
Deep Learning-Based 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
Cyber Threat
Malware Detection
Deep Learning-Based IDS

How Robust are Deep Neural Networks?

Authors: Biswa Sengupta, Karl J. Friston | Published: 2018-04-30
Certified Robustness
Deep Learning-Based IDS
Watermarking Technology