Model Performance Evaluation

Ensemble Methods as a Defense to Adversarial Perturbations Against Deep Neural Networks

Authors: Thilo Strauss, Markus Hanselmann, Andrej Junginger, Holger Ulmer | Published: 2017-09-11 | Updated: 2018-02-08
Certified Robustness
Model Performance Evaluation
Robustness Improvement

A Neural Network Architecture Combining Gated Recurrent Unit (GRU) and Support Vector Machine (SVM) for Intrusion Detection in Network Traffic Data

Authors: Abien Fred Agarap | Published: 2017-09-10 | Updated: 2019-02-07
Model Performance Evaluation
Attack Detection
Machine Learning Technology

PassGAN: A Deep Learning Approach for Password Guessing

Authors: Briland Hitaj, Paolo Gasti, Giuseppe Ateniese, Fernando Perez-Cruz | Published: 2017-09-01 | Updated: 2019-02-14
Password Strength Evaluation
Model Performance Evaluation
Challenges of Generative Models

Plausible Deniability for Privacy-Preserving Data Synthesis

Authors: Vincent Bindschaedler, Reza Shokri, Carl A. Gunter | Published: 2017-08-26
Privacy Protection Method
Model Performance Evaluation
Generative Model

Continuous User Authentication via Unlabeled Phone Movement Patterns

Authors: Rajesh Kumar, Partha Pratim Kundu, Diksha Shukla, Vir V. Phoha | Published: 2017-08-15
Data Collection Method
Model Performance Evaluation
User Behavior Analysis

A Machine Learning Based Intrusion Detection System for Software Defined 5G Network

Authors: Jiaqi Li, Zhifeng Zhao, Rongpeng Li | Published: 2017-07-10
Model Performance Evaluation
Random Forest
Machine Learning Method

Distributed Statistical Machine Learning in Adversarial Settings: Byzantine Gradient Descent

Authors: Yudong Chen, Lili Su, Jiaming Xu | Published: 2017-05-16 | Updated: 2017-10-23
Model Performance Evaluation
Robustness
Distributed Learning

PerfWeb: How to Violate Web Privacy with Hardware Performance Events

Authors: Berk Gulmezoglu, Andreas Zankl, Thomas Eisenbarth, Berk Sunar | Published: 2017-05-12
Performance Evaluation
Model Performance Evaluation
User Activity Analysis