Class Imbalance

Tackling Imbalanced Data in Cybersecurity with Transfer Learning: A Case with ROP Payload Detection

Authors: Haizhou Wang, Peng Liu | Published: 2021-05-06
Class Imbalance
Data Preprocessing
Vulnerability Analysis

Effects of Differential Privacy and Data Skewness on Membership Inference Vulnerability

Authors: Stacey Truex, Ling Liu, Mehmet Emre Gursoy, Wenqi Wei, Lei Yu | Published: 2019-11-21
Class Imbalance
Privacy Violation
Membership Inference

Towards non-toxic landscapes: Automatic toxic comment detection using DNN

Authors: Ashwin Geet D'Sa, Irina Illina, Dominique Fohr | Published: 2019-11-19 | Updated: 2020-09-16
Class Imbalance
Model Performance Evaluation
Adversarial Attack Methods

Deep Detector Health Management under Adversarial Campaigns

Authors: Javier Echauz, Keith Kenemer, Sarfaraz Hussein, Jay Dhaliwal, Saurabh Shintre, Slawomir Grzonkowski, Andrew Gardner | Published: 2019-11-19
Class Imbalance
Adversarial Example
Adversarial Attack Methods

RAD: On-line Anomaly Detection for Highly Unreliable Data

Authors: Zilong Zhao, Robert Birke, Rui Han, Bogdan Robu, Sara Bouchenak, Sonia Ben Mokhtar, Lydia Y. Chen | Published: 2019-11-11
Class Imbalance
Data Leakage
Model Performance Evaluation

Feedback Learning for Improving the Robustness of Neural Networks

Authors: Chang Song, Zuoguan Wang, Hai Li | Published: 2019-09-12
Class Imbalance
Attack Method
Adversarial Example