Literature Database

Survey of Attacks and Defenses on Edge-Deployed Neural Networks

Authors: Mihailo Isakov, Vijay Gadepally, Karen M. Gettings, Michel A. Kinsy | Published: 2019-11-27
Privacy-Preserving Data Mining
Attack Type
Vulnerability Analysis

An Adaptive View of Adversarial Robustness from Test-time Smoothing Defense

Authors: Chao Tang, Yifei Fan, Anthony Yezzi | Published: 2019-11-26
Poisoning
Adversarial Example
Research Methodology

Local Model Poisoning Attacks to Byzantine-Robust Federated Learning

Authors: Minghong Fang, Xiaoyu Cao, Jinyuan Jia, Neil Zhenqiang Gong | Published: 2019-11-26 | Updated: 2021-11-21
Poisoning
Model Performance Evaluation
Attack Type

Defending Against Adversarial Machine Learning

Authors: Alison Jenkins | Published: 2019-11-26
Model Performance Evaluation
Feature Selection Method
Statistical Analysis

Assessing Supply Chain Cyber Risks

Authors: Alberto Redondo, Alberto Torres-Barrán, David Ríos Insua, Jordi Domingo | Published: 2019-11-26
Risk Management
Information Security
Attack Type

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

Privacy preserving Neural Network Inference on Encrypted Data with GPUs

Authors: Daniel Takabi, Robert Podschwadt, Jeff Druce, Curt Wu, Kevin Procopio | Published: 2019-11-26
Model Design
Machine Learning Application
Image Feature Extraction

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

Playing it Safe: Adversarial Robustness with an Abstain Option

Authors: Cassidy Laidlaw, Soheil Feizi | Published: 2019-11-25
Adversarial Learning
Adversarial Example
Adversarial Attack Methods

One Man’s Trash is Another Man’s Treasure: Resisting Adversarial Examples by Adversarial Examples

Authors: Chang Xiao, Changxi Zheng | Published: 2019-11-25 | Updated: 2019-11-27
Adversarial Example
Adversarial Attack Methods
Effectiveness Analysis of Defense Methods