Literature Database

A Deep Learning Approach to Fast, Format-Agnostic Detection of Malicious Web Content

Authors: Joshua Saxe, Richard Harang, Cody Wild, Hillary Sanders | Published: 2018-04-13
Web Page Content Analysis
Backdoor Detection
Deep Learning

A Grid Based Adversarial Clustering Algorithm

Authors: Wutao Wei, Nikhil Gupta, Bowei Xi | Published: 2018-04-13 | Updated: 2024-11-21
Data Contamination Detection
Adversarial Attack Analysis
Anomaly Detection Method

EMBER: An Open Dataset for Training Static PE Malware Machine Learning Models

Authors: Hyrum S. Anderson, Phil Roth | Published: 2018-04-12 | Updated: 2018-04-16
PE File Format
Dataset evaluation
Static Malware Detection

Machine Learning DDoS Detection for Consumer Internet of Things Devices

Authors: Rohan Doshi, Noah Apthorpe, Nick Feamster | Published: 2018-04-11
Model DoS
IoT Threat Detection in Home Routers
Anomaly Detection Method

IoTSense: Behavioral Fingerprinting of IoT Devices

Authors: Bruhadeshwar Bezawada, Maalvika Bachani, Jordan Peterson, Hossein Shirazi, Indrakshi Ray, Indrajit Ray | Published: 2018-04-11
User Behavior Analysis
User Behavior Analysis
Communication Analysis

Differentially Private Confidence Intervals for Empirical Risk Minimization

Authors: Yue Wang, Daniel Kifer, Jaewoo Lee | Published: 2018-04-11
Privacy Protection Method
Differential Privacy
Statistical Methods

Universal Successor Representations for Transfer Reinforcement Learning

Authors: Chen Ma, Junfeng Wen, Yoshua Bengio | Published: 2018-04-11
Reinforcement Learning Method
Knowledge Transferability

On the Robustness of the CVPR 2018 White-Box Adversarial Example Defenses

Authors: Anish Athalye, Nicholas Carlini | Published: 2018-04-10
Certified Robustness
Adversarial attack
Watermark

Adversarial Training Versus Weight Decay

Authors: Angus Galloway, Thomas Tanay, Graham W. Taylor | Published: 2018-04-10 | Updated: 2018-07-23
Certified Robustness
Adversarial Learning
Adversarial attack

An ADMM-Based Universal Framework for Adversarial Attacks on Deep Neural Networks

Authors: Pu Zhao, Sijia Liu, Yanzhi Wang, Xue Lin | Published: 2018-04-09
Backdoor Detection
Adversarial Example
Adversarial attack