Literature Database

On Designing Machine Learning Models for Malicious Network Traffic Classification

Authors: Talha Ongun, Timothy Sakharaov, Simona Boboila, Alina Oprea, Tina Eliassi-Rad | Published: 2019-07-10
Data Extraction and Analysis
Attack Detection
Machine Learning Framework

Application Inference using Machine Learning based Side Channel Analysis

Authors: Nikhil Chawla, Arvind Singh, Monodeep Kar, Saibal Mukhopadhyay | Published: 2019-07-09
Automation of Cybersecurity
Data Extraction and Analysis
Machine Learning Framework

Neutaint: Efficient Dynamic Taint Analysis with Neural Networks

Authors: Dongdong She, Yizheng Chen, Abhishek Shah, Baishakhi Ray, Suman Jana | Published: 2019-07-08 | Updated: 2019-09-03
Security Testing
Data Flow Analysis
Deep Learning Method

Optimal Explanations of Linear Models

Authors: Dimitris Bertsimas, Arthur Delarue, Patrick Jaillet, Sebastien Martin | Published: 2019-07-08
Model Selection
Research Methodology
loss of Interpretability

The Price of Interpretability

Authors: Dimitris Bertsimas, Arthur Delarue, Patrick Jaillet, Sebastien Martin | Published: 2019-07-08
Model Selection
Optimization Strategy
Interpretability

Privacy-Preserving Classification with Secret Vector Machines

Authors: Valentin Hartmann, Konark Modi, Josep M. Pujol, Robert West | Published: 2019-07-08 | Updated: 2020-08-19
Data Extraction and Analysis
Privacy Protection
Federated Learning

QUOTIENT: Two-Party Secure Neural Network Training and Prediction

Authors: Nitin Agrawal, Ali Shahin Shamsabadi, Matt J. Kusner, Adrià Gascón | Published: 2019-07-08
MPC Algorithm
Privacy Protection
Deep Learning Method

Smart Grid Cyber Attacks Detection using Supervised Learning and Heuristic Feature Selection

Authors: Jacob Sakhnini, Hadis Karimipour, Ali Dehghantanha | Published: 2019-07-07
Attack Detection
Machine Learning Framework
Feature Selection Method

Intelligent Systems Design for Malware Classification Under Adversarial Conditions

Authors: Sean M. Devine, Nathaniel D. Bastian | Published: 2019-07-06
Dataset Analysis
Model Selection
Machine Learning Framework

Detecting and Diagnosing Adversarial Images with Class-Conditional Capsule Reconstructions

Authors: Yao Qin, Nicholas Frosst, Sara Sabour, Colin Raffel, Garrison Cottrell, Geoffrey Hinton | Published: 2019-07-05 | Updated: 2020-02-18
Adversarial Example
Adversarial attack
Deep Learning Method