機械学習

A New Implementation of Federated Learning for Privacy and Security Enhancement

Authors: Xiang Ma, Haijian Sun, Rose Qingyang Hu, Yi Qian | Published: 2022-08-03
ビザンチン合意メカニズム
プライバシー漏洩
機械学習

On the Evaluation of User Privacy in Deep Neural Networks using Timing Side Channel

Authors: Shubhi Shukla, Manaar Alam, Sarani Bhattacharya, Debdeep Mukhopadhyay, Pabitra Mitra | Published: 2022-08-01 | Updated: 2024-02-17
プライバシー漏洩
メンバーシップ推論
機械学習

Continuous User Authentication Using Machine Learning and Multi-Finger Mobile Touch Dynamics with a Novel Dataset

Authors: Zachary Deridder, Nyle Siddiqui, Thomas Reither, Rushit Dave, Brendan Pelto, Naeem Seliya, Mounika Vanamala | Published: 2022-07-27
データセット生成
性能評価
機械学習

Membership Inference Attacks via Adversarial Examples

Authors: Hamid Jalalzai, Elie Kadoche, Rémi Leluc, Vincent Plassier | Published: 2022-07-27 | Updated: 2022-11-23
メンバーシップ推論
攻撃手法
機械学習

Fine-grained Private Knowledge Distillation

Authors: Yuntong Li, Shaowei Wang, Yingying Wang, Jin Li, Yuqiu Qian, Bangzhou Xin, Wei Yang | Published: 2022-07-27 | Updated: 2023-04-06
プライバシー手法
敵対的サンプル
機械学習

Leveraging Disentangled Representations to Improve Vision-Based Keystroke Inference Attacks Under Low Data

Authors: John Lim, Jan-Michael Frahm, Fabian Monrose | Published: 2022-04-05
データセット生成
プライバシー保護技術
機械学習

Towards Explainable Meta-Learning for DDoS Detection

Authors: Qianru Zhou, Rongzhen Li, Lei Xu, Arumugam Nallanathan, Jian Yang, Anmin Fu | Published: 2022-04-05 | Updated: 2022-08-16
DDoS攻撃
MLベースのIDS
機械学習

Deep Image: A precious image based deep learning method for online malware detection in IoT Environment

Authors: Meysam Ghahramani, Rahim Taheri, Mohammad Shojafar, Reza Javidan, Shaohua Wan | Published: 2022-04-04
動的分析手法
機械学習
画像特徴抽出

Towards Web Phishing Detection Limitations and Mitigation

Authors: Alsharif Abuadbba, Shuo Wang, Mahathir Almashor, Muhammed Ejaz Ahmed, Raj Gaire, Seyit Camtepe, Surya Nepal | Published: 2022-04-03
ウェブサイトクローン技術
ネットワーク脅威検出
機械学習

Convolutional Neural Networks for Image Spam Detection

Authors: Tazmina Sharmin, Fabio Di Troia, Katerina Potika, Mark Stamp | Published: 2022-04-02
モデルアーキテクチャ
機械学習
画像特徴抽出