Data Generation

Hardening Random Forest Cyber Detectors Against Adversarial Attacks

Authors: Giovanni Apruzzese, Mauro Andreolini, Michele Colajanni, Mirco Marchetti | Published: 2019-12-09
Data Generation
Robustness
Adversarial Example

A Survey of Game Theoretic Approaches for Adversarial Machine Learning in Cybersecurity Tasks

Authors: Prithviraj Dasgupta, Joseph B. Collins | Published: 2019-12-04
Data Generation
Vulnerability of Adversarial Examples
Adversarial Transferability

DeepWiFi: Cognitive WiFi with Deep Learning

Authors: Kemal Davaslioglu, Sohraab Soltani, Tugba Erpek, Yalin E. Sagduyu | Published: 2019-10-29
Simulation Environment
Data Generation
Protocol Procedure

DaiMoN: A Decentralized Artificial Intelligence Model Network

Authors: Surat Teerapittayanon, H. T. Kung | Published: 2019-07-19
Data Generation
Blockchain Integration
Machine Learning Technology

STGAN: A Unified Selective Transfer Network for Arbitrary Image Attribute Editing

Authors: Ming Liu, Yukang Ding, Min Xia, Xiao Liu, Errui Ding, Wangmeng Zuo, Shilei Wen | Published: 2019-04-22
Data Generation
Deepfake
Image Processing

A Style-Based Generator Architecture for Generative Adversarial Networks

Authors: Tero Karras, Samuli Laine, Timo Aila | Published: 2018-12-12 | Updated: 2019-03-29
Data Generation
Deepfake
Image Processing

Generating Labeled Flow Data from MAWILab Traces for Network Intrusion Detection

Authors: Jinoh Kim, Caitlin Sim, Jinhwan Choi | Published: 2018-10-03
Data Generation
Anomaly Detection in Logs
Research Methodology

Implicit Generative Modeling of Random Noise during Training for Adversarial Robustness

Authors: Priyadarshini Panda, Kaushik Roy | Published: 2018-07-05 | Updated: 2019-05-31
Data Generation
Certified Robustness
Adversarial Learning

PRADA: Protecting against DNN Model Stealing Attacks

Authors: Mika Juuti, Sebastian Szyller, Samuel Marchal, N. Asokan | Published: 2018-05-07 | Updated: 2019-03-31
Data Generation
Model Extraction Attack
Threat Model

AttGAN: Facial Attribute Editing by Only Changing What You Want

Authors: Zhenliang He, Wangmeng Zuo, Meina Kan, Shiguang Shan, Xilin Chen | Published: 2017-11-29 | Updated: 2018-07-25
Data Generation
Deepfake
Image Processing