Data Management System

Rate Distortion Tradeoff in Private Read Update Write in Federated Submodel Learning

Authors: Sajani Vithana, Sennur Ulukus | Published: 2022-06-07
Data Management System
Privacy Assessment
Federated Learning

Privacy for Free: How does Dataset Condensation Help Privacy?

Authors: Tian Dong, Bo Zhao, Lingjuan Lyu | Published: 2022-06-01
Data Management System
Privacy Assessment
Loss Term

To Collaborate or Not in Distributed Statistical Estimation with Resource Constraints?

Authors: Yu-Zhen Janice Chen, Daniel S. Menasche, Don Towsley | Published: 2022-05-31
Data Management System
Reduction of Communication Costs
Communication Model

Private Federated Submodel Learning with Sparsification

Authors: Sajani Vithana, Sennur Ulukus | Published: 2022-05-31
Data Management System
Privacy Assessment
Reduction of Communication Costs

How to Peel a Million: Validating and Expanding Bitcoin Clusters

Authors: George Kappos, Haaroon Yousaf, Rainer Stütz, Sofia Rollet, Bernhard Haslhofer, Sarah Meiklejohn | Published: 2022-05-27
Data Management System
Transaction Profit and Performance
Transparency and Verification

Machine Learning-based Ransomware Detection Using Low-level Memory Access Patterns Obtained From Live-forensic Hypervisor

Authors: Manabu Hirano, Ryotaro Kobayashi | Published: 2022-05-27 | Updated: 2022-08-18
Cyber Threat
Data Management System
Malware Detection Method

Machine Learning for Encrypted Malicious Traffic Detection: Approaches, Datasets and Comparative Study

Authors: Zihao Wang, Kar-Wai Fok, Vrizlynn L. L. Thing | Published: 2022-03-17
Data Management System
Performance Evaluation
Machine Learning Algorithm

PUMA: Performance Unchanged Model Augmentation for Training Data Removal

Authors: Ga Wu, Masoud Hashemi, Christopher Srinivasa | Published: 2022-03-02
Data Management System
Trade-off Analysis
Performance Evaluation Metrics

Statistical Feature-based Personal Information Detection in Mobile Network Traffic

Authors: Shuang Zhao, Shuhui Chen, Ziling Wei | Published: 2021-12-23
Data Management System
Privacy Violation
Static Analysis

Distributed Machine Learning and the Semblance of Trust

Authors: Dmitrii Usynin, Alexander Ziller, Daniel Rueckert, Jonathan Passerat-Palmbach, Georgios Kaissis | Published: 2021-12-21
Data Management System
Privacy Violation
Poisoning