データ生成

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

Authors: Arvin Hekmati, Eugenio Grippo, Bhaskar Krishnamachari | Published: 2021-10-05
DDoS攻撃
データ生成
データ駆動型クラスタリング

Automating Internet of Things Network Traffic Collection with Robotic Arm Interactions

Authors: Xi Jiang, Noah Apthorpe | Published: 2021-09-30 | Updated: 2022-10-12
データ生成
将来の研究
機械学習の応用

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
データ抽出と分析
データ生成
性能評価

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
データプライバシー評価
データ生成
連合学習

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
データ生成
性能評価
連合学習

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
データ生成
メンバーシップ推論
防御メカニズム

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
データ生成
性能評価
敵対的攻撃

Deep Generative Models to Extend Active Directory Graphs with Honeypot Users

Authors: Ondrej Lukas, Sebastian Garcia | Published: 2021-09-13
グラフニューラルネットワーク
データ抽出と分析
データ生成

Statistical Privacy Guarantees of Machine Learning Preprocessing Techniques

Authors: Ashly Lau, Jonathan Passerat-Palmbach | Published: 2021-09-06
データ生成
プライバシー評価
統計的仮説検定

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
データ生成
プライバシー評価
機械学習手法