Data Generation

Sharing FANCI Features: A Privacy Analysis of Feature Extraction for DGA Detection

Authors: Benedikt Holmes, Arthur Drichel, Ulrike Meyer | Published: 2021-10-12
Data Generation
Privacy Violation
Machine Learning Algorithm

Adversarial Attacks in a Multi-view Setting: An Empirical Study of the Adversarial Patches Inter-view Transferability

Authors: Bilel Tarchoun, Ihsen Alouani, Anouar Ben Khalifa, Mohamed Ali Mahjoub | Published: 2021-10-10
Data Generation
Adversarial Attack Methods
Physical attack

Machine learning attack on copy detection patterns: are 1×1 patterns cloneable?

Authors: Roman Chaban, Olga Taran, Joakim Tutt, Taras Holotyak, Slavi Bonev, Slava Voloshynovskiy | Published: 2021-10-05 | Updated: 2021-10-06
Algorithm
Data Generation
Performance Evaluation

Mobile authentication of copy detection patterns: how critical is to know fakes?

Authors: Olga Taran, Joakim Tutt, Taras Holotyak, Roman Chaban, Slavi Bonev, Slava Voloshynovskiy | Published: 2021-10-05
Data Generation
Performance Evaluation
Intellectual Property Protection

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