Data Generation

Dataset: Large-scale Urban IoT Activity Data for DDoS Attack Emulation

Authors: Arvin Hekmati, Eugenio Grippo, Bhaskar Krishnamachari | Published: 2021-10-05
DDoS Attack
Data Generation
Data-Driven Clustering

Automating Internet of Things Network Traffic Collection with Robotic Arm Interactions

Authors: Xi Jiang, Noah Apthorpe | Published: 2021-09-30 | Updated: 2022-10-12
Data Generation
Future Research
Machine Learning Application

First to Possess His Statistics: Data-Free Model Extraction Attack on Tabular Data

Authors: Masataka Tasumi, Kazuki Iwahana, Naoto Yanai, Katsunari Shishido, Toshiya Shimizu, Yuji Higuchi, Ikuya Morikawa, Jun Yajima | Published: 2021-09-30
Data Extraction and Analysis
Data Generation
Performance Evaluation

SGDE: Secure Generative Data Exchange for Cross-Silo Federated Learning

Authors: Eugenio Lomurno, Alberto Archetti, Lorenzo Cazzella, Stefano Samele, Leonardo Di Perna, Matteo Matteucci | Published: 2021-09-24 | Updated: 2022-09-07
Data Privacy Assessment
Data Generation
Federated Learning

The More, the Better? A Study on Collaborative Machine Learning for DGA Detection

Authors: Arthur Drichel, Benedikt Holmes, Justus von Brandt, Ulrike Meyer | Published: 2021-09-24
Data Generation
Performance Evaluation
Federated Learning

Membership Inference Attacks Against Recommender Systems

Authors: Minxing Zhang, Zhaochun Ren, Zihan Wang, Pengjie Ren, Zhumin Chen, Pengfei Hu, Yang Zhang | Published: 2021-09-16
Data Generation
Membership Inference
Defense Mechanism

EVAGAN: Evasion Generative Adversarial Network for Low Data Regimes

Authors: Rizwan Hamid Randhawa, Nauman Aslam, Mohammad Alauthman, Husnain Rafiq | Published: 2021-09-14 | Updated: 2022-08-06
Data Generation
Performance Evaluation
Adversarial attack

Deep Generative Models to Extend Active Directory Graphs with Honeypot Users

Authors: Ondrej Lukas, Sebastian Garcia | Published: 2021-09-13
Graph Neural Network
Data Extraction and Analysis
Data Generation

Statistical Privacy Guarantees of Machine Learning Preprocessing Techniques

Authors: Ashly Lau, Jonathan Passerat-Palmbach | Published: 2021-09-06
Data Generation
Privacy Assessment
Statistical Hypothesis Testing

Mitigating Statistical Bias within Differentially Private Synthetic Data

Authors: Sahra Ghalebikesabi, Harrison Wilde, Jack Jewson, Arnaud Doucet, Sebastian Vollmer, Chris Holmes | Published: 2021-08-24 | Updated: 2022-05-19
Data Generation
Privacy Assessment
Machine Learning Method