activity
20152022
most citedDeepSight: Mitigating Backdoor Attacks in Federated Learning Through Deep Model Inspection

188 citations · 197 across the 6 of their papers we have counts for

collaborators

7 papers

cs.CR2022

Digital Contact Tracing Solutions: Promises, Pitfalls and Challenges

Thien Duc Nguyen, Markus Miettinen, Alexandra Dmitrienko +2

The COVID-19 pandemic has caused many countries to deploy novel digital contact tracing (DCT) systems to boost the efficiency of manual tracing of infection chains. In this paper,…

cs.CR2022★ 188 cited

DeepSight: Mitigating Backdoor Attacks in Federated Learning Through Deep Model Inspection

Phillip Rieger, Thien Duc Nguyen, Markus Miettinen +1

Federated Learning (FL) allows multiple clients to collaboratively train a Neural Network (NN) model on their private data without revealing the data. Recently, several targeted po…

cs.CR2021★ 4 cited

FLAME: Taming Backdoors in Federated Learning (Extended Version 1)

Thien Duc Nguyen, Phillip Rieger, Huili Chen +10

Federated Learning (FL) is a collaborative machine learning approach allowing participants to jointly train a model without having to share their private, potentially sensitive loc…

cs.CR2020

Mind the GAP: Security & Privacy Risks of Contact Tracing Apps

Lars Baumgärtner, Alexandra Dmitrienko, Bernd Freisleben +14

Google and Apple have jointly provided an API for exposure notification in order to implement decentralized contract tracing apps using Bluetooth Low Energy, the so-called "Google/…

cs.CR2018

DÏoT: A Federated Self-learning Anomaly Detection System for IoT

Thien Duc Nguyen, Samuel Marchal, Markus Miettinen +3

IoT devices are increasingly deployed in daily life. Many of these devices are, however, vulnerable due to insecure design, implementation, and configuration. As a result, many net…

cs.CR2018

DoubleEcho: Mitigating Context-Manipulation Attacks in Copresence Verification

Hien Thi Thu Truong, Juhani Toivonen, Thien Duc Nguyen +3

Copresence verification based on context can improve usability and strengthen security of many authentication and access control systems. By sensing and comparing their surrounding…

cs.CR2015★ 5 cited

OmniShare: Securely Accessing Encrypted Cloud Storage from Multiple Authorized Devices

Andrew Paverd, Sandeep Tamrakar, Hoang Long Nguyen +6

Cloud storage services like Dropbox and Google Drive are widely used by individuals and businesses. Two attractive features of these services are 1) the automatic synchronization o…