文献データベース

Differentiation of Sliding Rescaled Ranges: New Approach to Encrypted and VPN Traffic Detection

Authors: Raoul Nigmatullin, Alexander Ivchenko, Semyon Dorokhin | Published: 2020-12-14
データフロー解析
時間に関連する特徴
機械学習の役割

Leaking Sensitive Financial Accounting Data in Plain Sight using Deep Autoencoder Neural Networks

Authors: Marco Schreyer, Chistian Schulze, Damian Borth | Published: 2020-12-13
データ保護手法
画像特徴抽出
金融インテリジェンス

Achieving Security and Privacy in Federated Learning Systems: Survey, Research Challenges and Future Directions

Authors: Alberto Blanco-Justicia, Josep Domingo-Ferrer, Sergio Martínez, David Sánchez, Adrian Flanagan, Kuan Eeik Tan | Published: 2020-12-12
DFLに対する攻撃手法
ポイズニング
連合学習

Filtering DDoS Attacks from Unlabeled Network Traffic Data Using Online Deep Learning

Authors: Wesley Joon-Wie Tann, Jackie Tan Jin Wei, Joanna Purba, Ee-Chien Chang | Published: 2020-12-12
DDoS攻撃
オンライン学習
攻撃検出

On Lightweight Privacy-Preserving Collaborative Learning for Internet of Things by Independent Random Projections

Authors: Linshan Jiang, Rui Tan, Xin Lou, Guosheng Lin | Published: 2020-12-11
データプライバシー評価
データ保護手法
連合学習

I-GCN: Robust Graph Convolutional Network via Influence Mechanism

Authors: Haoxi Zhan, Xiaobing Pei | Published: 2020-12-11
ポイズニング
機械学習の役割
知識グラフ

GNNUnlock: Graph Neural Networks-based Oracle-less Unlocking Scheme for Provably Secure Logic Locking

Authors: Lilas Alrahis, Satwik Patnaik, Faiq Khalid, Muhammad Abdullah Hanif, Hani Saleh, Muhammad Shafique, Ozgur Sinanoglu | Published: 2020-12-10
データセット評価
攻撃の分類
機械学習の役割

Privacy-preserving medical image analysis

Authors: Alexander Ziller, Jonathan Passerat-Palmbach, Théo Ryffel, Dmitrii Usynin, Andrew Trask, Ionésio Da Lima Costa Junior, Jason Mancuso, Marcus Makowski, Daniel Rueckert, Rickmer Braren, Georgios Kaissis | Published: 2020-12-10
データ保護手法
医療データの透かし設定
連合学習

Composite Adversarial Attacks

Authors: Xiaofeng Mao, Yuefeng Chen, Shuhui Wang, Hang Su, Yuan He, Hui Xue | Published: 2020-12-10
攻撃の分類
敵対的攻撃手法
防御メカニズム

Research Challenges in Designing Differentially Private Text Generation Mechanisms

Authors: Oluwaseyi Feyisetan, Abhinav Aggarwal, Zekun Xu, Nathanael Teissier | Published: 2020-12-10
データプライバシー評価
データ保護手法
統計的手法