activity
20172022
most citedDeepSight: Mitigating Backdoor Attacks in Federated Learning Through Deep Model Inspection

188 citations · 188 across the 2 of their papers we have counts for

collaborators

7 papers

cs.CR2022188 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.CR2020

LeakyPick: IoT Audio Spy Detector

Richard Mitev, Anna Pazii, Markus Miettinen +2

Manufacturers of smart home Internet of Things (IoT) devices are increasingly adding voice assistant and audio monitoring features to a wide range of devices including smart speake…

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

Baseline functionality for security and control of commodity IoT devices and domain-controlled device lifecycle management

Markus Miettinen, Paul C. van Oorschot, Ahmad-Reza Sadeghi

The emerging Internet of Things (IoT) drastically increases the number of connected devices in homes, workplaces and smart city infrastructures. This drives a need for means to not…

cs.CR2018

Peek-a-Boo: I see your smart home activities, even encrypted!

Abbas Acar, Hossein Fereidooni, Tigist Abera +6

A myriad of IoT devices such as bulbs, switches, speakers in a smart home environment allow users to easily control the physical world around them and facilitate their living style…

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…