| Marina: Realizing ML-Driven Real-Time Network Traffic Monitoring at Terabit Scale M Seufert, K Dietz, N Wehner, S Geißler, J Schüler, M Wolz, A Hotho, ... IEEE Transactions on Network and Service Management, 2024 | 12 | 2024 |
| High performance network metadata extraction using P4 for ML-based intrusion detection systems N Gray, K Dietz, M Seufert, T Hossfeld 2021 IEEE 22nd International Conference on High Performance Switching and …, 2021 | 9 | 2021 |
| ML-based performance prediction of SDN using simulated data from real and synthetic networks K Dietz, N Gray, M Seufert, T Hossfeld NOMS 2022-2022 IEEE/IFIP Network Operations and Management Symposium, 1-7, 2022 | 7 | 2022 |
| Simulative evaluation of KPIs in SDN for topology classification and performance prediction models N Gray, K Dietz, T Hossfeld 2020 16th International Conference on Network and Service Management (CNSM), 1-9, 2020 | 7 | 2020 |
| The Missing Link in Network Intrusion Detection: Taking AI/ML Research Efforts to Users K Dietz, M Mühlhauser, J Kögel, S Schwinger, M Sichermann, M Seufert, ... IEEE Access, 2024 | 5 | 2024 |
| Browser fingerprinting: How to protect machine learning models and data with differential privacy? K Dietz, M Mühlhauser, M Seufert, N Gray, T Hoßfeld, D Herrmann | 4 | 2021 |
| HALIDS: A hardware-assisted machine learning IDS for in-network monitoring B Brandino, E Grampin, K Dietz, N Wehner, M Seufert, T Hoßfeld, P Casas 2024 8th Network Traffic Measurement and Analysis Conference (TMA), 1-4, 2024 | 3 | 2024 |
| Want More WANs? Comparison of Traditional and GAN-Based Generation of Wide Area Network Topologies via Graph and Performance Metrics K Dietz, M Seufert, T Hoßfeld IEEE Transactions on Network and Service Management, 2023 | 3 | 2023 |
| Comparing traditional and GAN-based approaches for the synthesis of wide area network topologies K Dietz, M Seufert, T Hoßfeld 2022 18th International Conference on Network and Service Management (CNSM …, 2022 | 3 | 2022 |
| Demystifying user-based active learning for network monitoring tasks K Dietz, N Wehner, P Casas, T Hoßfeld, M Seufert | 1 | 2023 |
| Certainly Uncertain: Demystifying ML Uncertainty for Active Learning in Network Monitoring Tasks K Dietz, M Hajizadeh, N Wehner, S Geißler, P Casas, M Seufert, ... 2024 20th International Conference on Network and Service Management (CNSM), 1-7, 2024 | | 2024 |
| Agree to Disagree: Exploring Consensus of XAI Methods for ML-based NIDS K Dietz, M Hajizadeh, J Schleicher, N Wehner, S Geißler, P Casas, ... 2024 20th International Conference on Network and Service Management (CNSM), 1-7, 2024 | | 2024 |
| HALIDS: a hardware-assisted machine learning IDS for in-network monitoring [Poster] B Brandino, E Grampin, K Dietz, N Wehner, M Seufert, T Hoßfeld, P Casas | | 2024 |
| Moving down the stack: performance evaluation of packet processing technologies for stateful firewalls K Dietz, N Gray, M Wolz, C Lorenz, T Hoßfeld, M Seufert NOMS 2023-2023 IEEE/IFIP Network Operations and Management Symposium, 1-7, 2023 | | 2023 |
| Conference on Networked Systems 2021 (NetSys 2021) K Dietz, M Mühlhauser, M Seufert, N Gray, T Hoßfeld, D Herrmann Electronic Communications of the EASST 80, 2021 | | 2021 |
| 20th International Conference on Network and Service Management IM Al Jawarneh, B Alidoust, A Belogaev, RI Costa Filho, ... | | |