Florian Merkle

According to our database, Florian Merkle authored at least 13 papers between 2021 and 2025.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2025

Large-Scale (Semi-)Automated Security Assessment of Consumer IoT Devices - A Roadmap.

Pascal Schöttle, Matthias Janetschek, Florian Merkle, Martin Nocker, Christoph Egger

CoRR, April, 2025

Less Is More: The Influence of Pruning on the Explainability of CNNs.

Florian Merkle, David Weber, Pascal Schöttle, Stephan Schlögl, Martin Nocker

IEEE Access, 2025

A Meta Device Model for Automated Security Assessment of Internet of Things Devices.

Christoph Egger, Matthias Janetschek, Martin Nocker, Florian Merkle, Pascal Schöttle

Proceedings of the 15th International Conference on the Internet of Things, 2025

Scalable Generation of Invariance-Based Adversarial Examples Using XAI.

Samuel Oberhofer, Martin Nocker, Florian Merkle, Pascal Schöttle

Proceedings of the Computer Security. ESORICS 2025 International Workshops, 2025

Protecting Privacy in IoT-Based Deep Learning: State-of-the-Art Methods and Challenges.

Martin Nocker, Florian Merkle, Pascal Schöttle, Matthias Janetschek

Proceedings of the Applied Cryptography and Network Security Workshops, 2025

2024

On the Economics of Adversarial Machine Learning.

Florian Merkle, Maximilian Samsinger, Pascal Schöttle, Tomás Pevný

IEEE Trans. Inf. Forensics Secur., 2024

Reinforcement learning in autonomous multi-vehicle systems: A structured review.

Florian Merkle, Gregor Blossey, Stefan Haeussler, Manuel Schneckenreither

Proceedings of the 13th International Conference on Software and Computer Applications, 2024

2023

Less is More: The Influence of Pruning on the Explainability of CNNs.

David Weber, Florian Merkle, Pascal Schöttle, Stephan Schlögl

CoRR, 2023

On the Effect of Adversarial Training Against Invariance-based Adversarial Examples.

Roland Rauter, Martin Nocker, Florian Merkle, Pascal Schöttle

Proceedings of the 8th International Conference on Machine Learning Technologies, 2023

Generating Invariance-Based Adversarial Examples: Bringing Humans Back into the Loop.

Florian Merkle, Mihaela Roxana Sirbu, Martin Nocker, Pascal Schöttle

Proceedings of the Image Analysis and Processing - ICIAP 2023 Workshops, 2023

Pruning for Power: Optimizing Energy Efficiency in IoT with Neural Network Pruning.

Thomas Widmann, Florian Merkle, Martin Nocker, Pascal Schöttle

Proceedings of the Engineering Applications of Neural Networks, 2023

2022

Pruning in the Face of Adversaries.

Florian Merkle, Maximilian Samsinger, Pascal Schöttle

Proceedings of the Image Analysis and Processing - ICIAP 2022, 2022

2021

When Should You Defend Your Classifier? - - A Game-Theoretical Analysis of Countermeasures Against Adversarial Examples.

Maximilian Samsinger, Florian Merkle, Pascal Schöttle, Tomás Pevný

Proceedings of the Decision and Game Theory for Security - 12th International Conference, 2021