Katharina Dietz

According to our database, Katharina Dietz authored at least 12 papers between 2020 and 2024.

Collaborative distances:

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

2024

Marina: Realizing ML-Driven Real-Time Network Traffic Monitoring at Terabit Scale.

Michael Seufert, Katharina Dietz, Nikolas Wehner, Stefan Geißler, Joshua Schüler, Manuel Wolz, Andreas Hotho, Pedro Casas, Tobias Hoßfeld, Anja Feldmann

IEEE Trans. Netw. Serv. Manag., June, 2024

Want More WANs? Comparison of Traditional and GAN-Based Generation of Wide Area Network Topologies via Graph and Performance Metrics.

Katharina Dietz, Michael Seufert, Tobias Hoßfeld

IEEE Trans. Netw. Serv. Manag., February, 2024

The Missing Link in Network Intrusion Detection: Taking AI/ML Research Efforts to Users.

Katharina Dietz, Michael Mühlhauser, Jochen Kögel, Stephan Schwinger, Marleen Sichermann, Michael Seufert, Dominik Herrmann, Tobias Hoßfeld

IEEE Access, 2024

HALIDS: a Hardware-Assisted Machine Learning IDS for in-Network Monitoring.

B. Brandino, E. Grampin, Katharina Dietz, Nikolas Wehner, Michael Seufert, Tobias Hoßfeld, Pedro Casas

Proceedings of the 8th Network Traffic Measurement and Analysis Conference, 2024

Certainly Uncertain: Demystifying ML Uncertainty for Active Learning in Network Monitoring Tasks.

Katharina Dietz, Mehrdad Hajizadeh, Nikolas Wehner, Stefan Geißler, Pedro Casas, Michael Seufert, Tobias Hoßfeld

Proceedings of the 20th International Conference on Network and Service Management, 2024

Agree to Disagree: Exploring Consensus of XAI Methods for ML-based NIDS.

Katharina Dietz, Mehrdad Hajizadeh, Johannes Schleicher, Nikolas Wehner, Stefan Geißler, Pedro Casas, Michael Seufert, Tobias Hoßfeld

Proceedings of the 20th International Conference on Network and Service Management, 2024

2023

Moving Down the Stack: Performance Evaluation of Packet Processing Technologies for Stateful Firewalls.

Katharina Dietz, Nicholas Gray, Manuel Wolz, Claas Lorenz, Tobias Hoßfeld, Michael Seufert

Proceedings of the NOMS 2023, 2023

2022

Browser Fingerprinting: How to Protect Machine Learning Models and Data with Differential Privacy?

Katharina Dietz, Michael Mühlhauser, Michael Seufert, Nicholas Gray, Tobias Hoßfeld, Dominik Herrmann

Electron. Commun. Eur. Assoc. Softw. Sci. Technol., 2022

ML-based Performance Prediction of SDN using Simulated Data from Real and Synthetic Networks.

Katharina Dietz, Nicholas Gray, Michael Seufert, Tobias Hossfeld

Proceedings of the 2022 IEEE/IFIP Network Operations and Management Symposium, 2022

Comparing Traditional and GAN-based Approaches for the Synthesis of Wide Area Network Topologies.

Katharina Dietz, Michael Seufert, Tobias Hoßfeld

Proceedings of the 18th International Conference on Network and Service Management, 2022

2021

High Performance Network Metadata Extraction Using P4 for ML-based Intrusion Detection Systems.

Nicholas Gray, Katharina Dietz, Michael Seufert, Tobias Hossfeld

Proceedings of the 22nd IEEE International Conference on High Performance Switching and Routing, 2021

2020

Simulative Evaluation of KPIs in SDN for Topology Classification and Performance Prediction Models.

Nicholas Gray, Katharina Dietz, Tobias Hoßfeld

Proceedings of the 16th International Conference on Network and Service Management, 2020