Dou, Feng, Lin Wang, Shutong Chen, and Fangming Liu. “X-Stream: A Flexible, Adaptive Video Transformer for Privacy-Preserving Video Stream Analytics.” In Proceedings of the IEEE International Conference on Computer Communications (INFOCOM). IEEE, n.d.

Blöcher, Marcel, Nils Nedderhut, Pavel Chuprikov, Ramin Khalili, Patrick Eugster, and Lin Wang. “Train Once Apply Anywhere: Effective Scheduling for Network Function Chains Running on FUMES.” In Proceedings of the IEEE International Conference on Computer Communications (INFOCOM). IEEE, n.d.

Hu, Haichuan, Fangming Liu, Qiangyu Pei, Yongjie Yuan, Zichen Xu, and Lin Wang. “706Grapher: A Resource-Efficient Serverless System for GNN Serving through Graph Sharing.” In Proceedings of the ACM Web Conference (WWW). ACM, 2024.

Razavi, Kamran, Saeid Ghafouri, Max Mühlhäuser, Pooyan Jamshidi, and Lin Wang. “Sponge: Inference Serving with Dynamic SLOs Using In-Place Vertical Scaling.” In Proceedings of the 4th Workshop on Machine Learning and Systems (EuroMLSys), Colocated with EuroSys 2024. ACM, 2024.

Liu, Gaosheng, Vinod Nigade, Henri Bal, and Lin Wang. “A Little Certainty Is All We Need: Discovery and Synchronization Acceleration in Battery-Free IoT.” In Proceedings of the 8th ACM Asia Pacific Workshop on Networking (APNET), 2024.

Schneider, Stefan Balthasar, Stefan Werner, Ramin Khalili, Artur Hecker, and Holger Karl. “Mobile-Env: An Open Platform for Reinforcement Learning in Wireless Mobile Networks.” In IEEE/IFIP Network Operations and Management Symposium (NOMS). IEEE, 2022.

Redder, Adrian, Arunselvan Ramaswamy, and Holger Karl. “Age of Information Process under Strongly Mixing Communication -- Moment Bound, Mixing Rate and Strong Law.” In Proceedings of the 58th Allerton Conference on Communication, Control, and Computing, 2022.

Redder, Adrian, Arunselvan Ramaswamy, and Holger Karl. “Multi-Agent Policy Gradient Algorithms for Cyber-Physical Systems with Lossy Communication.”https://doi.org/10.5220/0010845400003116__In Proceedings of the 14th International Conference on Agents and Artificial Intelligence. SCITEPRESS - Science and Technology Publications, 2022.https://doi.org/10.5220/0010845400003116 .

Werner, Stefan, Stefan Balthasar Schneider, and Holger Karl. “Use What You Know: Network and Service Coordination Beyond Certainty.” In IEEE/IFIP Network Operations and Management Symposium (NOMS). IEEE, 2022.

Hasnain, Asif, and Holger Karl. “Learning Flow Scheduling.”https://doi.org/10.1109/CCNC49032.2021.9369514__In 2021 IEEE 18th Annual Consumer Communications &; Networking Conference (CCNC). IEEE Computer Society, n.d.https://doi.org/10.1109/CCNC49032.2021.9369514 .

Hasnain, Asif, and Holger Karl. “Learning Coflow Admissions.”https://doi.org/10.1109/INFOCOMWKSHPS51825.2021.9484599__In IEEE INFOCOM 2021 - IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS). IEEE Communications Society, n.d.https://doi.org/10.1109/INFOCOMWKSHPS51825.2021.9484599 .

Schneider, Stefan Balthasar, Haydar Qarawlus, and Holger Karl. “Distributed Online Service Coordination Using Deep Reinforcement Learning.” In IEEE International Conference on Distributed Computing Systems (ICDCS). IEEE, 2021.

Schneider, Stefan Balthasar, Mirko Jürgens, and Holger Karl. “Divide and Conquer: Hierarchical Network and Service Coordination.” In IFIP/IEEE International Symposium on Integrated Network Management (IM). IFIP/IEEE, 2021.

Schneider, Stefan Balthasar, Lars Dietrich Klenner, and Holger Karl. “Every Node for Itself: Fully Distributed Service Coordination.” In IEEE International Conference on Network and Service Management (CNSM). IEEE, 2020.

Schneider, Stefan Balthasar, Adnan Manzoor, Haydar Qarawlus, Rafael Schellenberg, Holger Karl, Ramin Khalili, and Artur Hecker. “Self-Driving Network and Service Coordination Using Deep Reinforcement Learning.” In IEEE International Conference on Network and Service Management (CNSM). IEEE, 2020.

Hasnain, Asif, and Holger Karl. “Coflow Scheduling with Performance Guarantees for Data Center Applications.”https://doi.org/10.1109/CCGrid49817.2020.00010__In 2020 20th IEEE/ACM International Symposium on Cluster, Cloud and Internet Computing (CCGRID). IEEE Computer Society, 2020.https://doi.org/10.1109/CCGrid49817.2020.00010 .

Schneider, Stefan Balthasar, Narayanan Puthenpurayil Satheeschandran, Manuel Peuster, and Holger Karl. “Machine Learning for Dynamic Resource Allocation in Network Function Virtualization.” In IEEE Conference on Network Softwarization (NetSoft). IEEE, 2020.

Zafeiropoulos, A., E. Fotopoulou, Manuel Peuster, Stefan Balthasar Schneider, P. Gouvas, D. Behnke, M. Müller, et al. “Benchmarking and Profiling 5G Verticals’ Applications: An Industrial IoT Use Case.” In IEEE Conference on Network Softwarization (NetSoft), 2020.

Müller, Marcel, Daniel Behnke, Patrick-Benjamin Bök, Stefan Balthasar Schneider, Manuel Peuster, and Holger Karl. “Cloud-Native Threat Detection and Containment for Smart Manufacturing.” In IEEE Conference on Network Softwarization (NetSoft) Demo Track. Ghent, Belgium: IEEE, 2020.

Schneider, Stefan Balthasar, Arnab Sharma, Holger Karl, and Heike Wehrheim. “Specifying and Analyzing Virtual Network Services Using Queuing Petri Nets.” In 2019 IFIP/IEEE International Symposium on Integrated Network Management (IM), 116--124. Washington, DC, USA: IFIP, 2019.

Schneider, Stefan Balthasar, Manuel Peuster, Daniel Behnke, Müller Marcel, Patrick-Benjamin Bök, and Holger Karl. “Putting 5G into Production: Realizing a Smart Manufacturing Vertical Scenario.”https://doi.org/10.1109/eucnc.2019.8802016__In European Conference on Networks and Communications (EuCNC). Valencia, Spain: IEEE, 2019.https://doi.org/10.1109/eucnc.2019.8802016 .

Dräxler, Sevil, and Holger Karl. “SPRING: Scaling, Placement, and Routing of Heterogeneous Services with Flexible Structures.” In 5th IEEE International Conference on Network Softwarization (NetSoft) 2019, n.d.

Peuster, Manuel, Stefan Balthasar Schneider, Daniel Behnke, Marcel Müller, Patrick-Benjamin Bök, and Holger Karl. “Prototyping and Demonstrating 5G Verticals: The Smart Manufacturing Case.”https://doi.org/10.1109/NETSOFT.2019.8806685__In 5th IEEE International Conference on Network Softwarization (NetSoft 2019). Paris, 2019.https://doi.org/10.1109/NETSOFT.2019.8806685 .

Afifi, Haitham, and Holger Karl. “Power Allocation with a Wireless Multi-Cast Aware Routing for Virtual Network Embedding.” In 2019 16th IEEE Annual Consumer Communications &; Networking Conference (CCN19). Las Vegas: IEEE, n.d.

Guenther, Michael, Haitham Afifi, Andreas Brendel, Holger Karl, and Walter Kellermann. “Sparse Adaptation of Distributed Blind Source Separation in Acoustic Sensor Networks.” In 2019 IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA) (WASPAA 2019). New Paltz, USA, 2019.

Afifi, Haitham, and Holger Karl. “An Approximate Power Control Algorithm for a Multi-Cast Wireless Virtual Network Embedding.” In 2019 12th IFIP Wireless and Mobile Networking Conference (WMNC) (WMNC’19). Paris, France, 2019.

Afifi, Haitham, Holger Karl, Sebastian Eikenberg, Arnold Mueller, Lars Gansel, Alexander Makejkin, Kai Hannemann, and Rafael Schellenberg. “A Rapid Prototyping for Wireless Virtual Network Embedding Using MARVELO.” In 2019 IEEE Wireless Communications and Networking Conference (WCNC) (IEEE WCNC 2019) (Demo). Marrakech, Morocco, 2019.

Müller, Marcel, Daniel Behnke, Patrick-Benjamin Bök, Manuel Peuster, Stefan Balthasar Schneider, and Holger Karl. “G as Key Technology for Networked Factories: Application of Vertical-Specific Network Services for Enabling Flexible Smart Manufacturing.” In IEEE 17th International Conference on Industrial Informatics (IEEE-INDIN). Helsinki: IEEE, 2019.

Peuster, Manuel, Stefan Balthasar Schneider, and Holger Karl. “The Softwarised Network Data Zoo.” In IEEE/IFIP 15th International Conference on Network and Service Management (CNSM). Halifax: IEEE/IFIP, 2019.

Nuriddinov, Askhat, Wouter Tavernier, Didier Colle, Mario Pickavet, Manuel Peuster, and Stefan Balthasar Schneider. “Reproducible Functional Tests for Multi-Scale Network Services.” In  IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN). Dallas: IEEE, 2019.

Moro, Daniele, Manuel Peuster, Holger Karl, and Antonio Capone. “FO: Function Offloading Prototyping in Heterogeneous and Programmable Network Scenarios.” In IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN). Dallas: IEEE, 2019.

Moro, Daniele, Manuel Peuster, Holger Karl, and Antonio Capone. “Demonstrating FO: A Flexible Platform to Prototype NFV Offloading Scenarios.” In IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN). Dallas: IEEE, 2019.

Müller, Marcel, Daniel Behnke, Patrick-Benjamin Bök, Stefan Balthasar Schneider, Manuel Peuster, and Holger Karl. “Putting NFV into Reality: Physical Smart Manufacturing Testbed.” In IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN). Dallas: IEEE, 2019.

Behnke, Daniel, Marcel Müller, Patrick-Benjamin Bök, Stefan Balthasar Schneider, Manuel Peuster, and Holger Karl. “NFV-Driven Intrusion Detection for Smart Manufacturing.” In IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN). Dallas: IEEE, 2019.

Afifi, Haitham, Konrad Horbach, and Holger Karl. “A Genetic Algorithm Framework for Solving Wireless Virtual Network Embedding.” In 2019 International Conference on Wireless and Mobile Computing, Networking and Communications (WiMob) (WiMob 2019). Barcelona, Spain, 2019.

Schneider, Stefan Balthasar, Manuel Peuster, Kai Hannemann, Daniel Behnke, Marcel Müller, Patrick-Benjamin Bök, and Holger Karl. “‘Producing Cloud-Native’: Smart Manufacturing Use Cases on Kubernetes.” In IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN) Demo Track. Dallas, TX, USA: IEEE, 2019.

Afifi, Haitham, Sébastien Auroux, and Holger Karl. “MARVELO: Wireless Virtual Network Embedding for Overlay Graphs with Loops.” Proc. of IEEE Wireless Communications and Networking Conference (WCNC), 2018.

Shiferaw Heyi, Binyam, and Holger Karl. “Modelling Time-Limited Capacity of a Wireless Channel as AMarkov Reward Process.” Proc. of IEEE Wireless Communications and Networking Conference (WCNC), 2018.

Dräxler, Sevil, Manuel Peuster, Marvin Illian, and Holger Karl. “Generating Resource and Performance Models for Service Function Chains: The Video Streaming Case.”https://doi.org/10.1109/NETSOFT.2018.8460029__In 4th IEEE International Conference on Network Softwarization (NetSoft 2018), 318--322. IEEE, 2018.https://doi.org/10.1109/NETSOFT.2018.8460029 .

Dräxler, Sevil, Stefan Balthasar Schneider, and Holger Karl. “Scaling and Placing Bidirectional Services with Stateful Virtual and Physical Network Functions.” In 4th IEEE International Conference on Network Softwarization (NetSoft 2018), 123--131. IEEE, 2018.

Auroux, Sébastien, and Holger Karl. “Distributed Placement of Virtualized Control Applications in Mobile Backhaul Networks.”https://doi.org/ 10.1109/WCNC.2018.8377335__Proc. of IEEE Wireless Communications and Networking Conference (WCNC), 2018.https://doi.org/ 10.1109/WCNC.2018.8377335 .

Demirel, Burak, Arunselvan Ramaswamy, Daniel Quevedo, and Holger Karl. “DeepCAS: A Deep Reinforcement Learning Algorithm for Control-Aware Scheduling,”https://doi.org/10.1109/LCSYS.2018.2847721__2018.https://doi.org/10.1109/LCSYS.2018.2847721 .

Peuster, Manuel, Hannes Küttner, and Holger Karl. “Let the State Follow Its Flows: An SDN-Based Flow Handover Protocol to Support State Migration.”https://doi.org/10.1109/NETSOFT.2018.8460007__In 4th IEEE International Conference on Network Softwarization (NetSoft 2018). Montreal, n.d.https://doi.org/10.1109/NETSOFT.2018.8460007 .

Peuster, Manuel, Johanneshttps://doi.org/10.1109/NETSOFT.2018.8459905__Kampmeyer, and Holger Karl. “Containernet 2.0: A Rapid Prototyping Platform for Hybrid Service Function Chains.”https://doi.org/10.1109/NETSOFT.2018.8459905__In 4th IEEE International Conference on Network Softwarization (NetSoft 2018). Montreal, n.d.https://doi.org/10.1109/NETSOFT.2018.8459905 .

Peuster, Manuel, Michael Marchetti, Gerado Garcia de Blas, and Holger Karl. “Emulation-Based Smoke Testing of NFV Orchestrators in Large Multi-PoP Environments.”https://doi.org/10.1109/EuCNC.2018.8442701__In European Conference on Networks and Communications (EuCNC). Ljubljana, n.d.https://doi.org/10.1109/EuCNC.2018.8442701 .

Peuster, Manuel, and Holger Karl. “Understand Your Chains and Keep Your Deadlines: Introducing Time-Constrained Profiling for NFV.” In IEEE/IFIP 14th International Conference on Network and Service Management (CNSM). Rome: IEEE/IFIP, n.d.

Peuster, Manuel, Stefan Balthasar Schneider, Frederic Christ, and Holger Karl. “A Prototyping Platform to Validate and Verify Network Service Header-Based Service Chains.” In IEEE Conference on Network Function Virtualisation and Software Defined Networks (NFV-SDN) 5GNetApp. Verona: IEEE, 2018.

Schneider, Stefan Balthasar, Sevil Dräxler, and Holger Karl. “Trade-Offs in Dynamic Resource Allocation in Network Function Virtualization.” In IEEE Global Communications Conference (GLOBECOM 2018). IEEE, 2018.

Schneider, Stefan Balthasar, Manuel Peuster, and Holger Karl. “A Generic Emulation Framework for Reusing and Evaluating VNF Placement Algorithms.”https://doi.org/10.1109/NFV-SDN.2018.8725795__In IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN 2018). IEEE, 2018.https://doi.org/10.1109/NFV-SDN.2018.8725795 .

Schneider, Stefan Balthasar, Manuel Peuster, Wouter Tavernier, and Holger Karl. “A Fully Integrated Multi-Platform NFV SDK.”https://doi.org/10.1109/NFV-SDN.2018.8725794__In IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN 2018). IEEE, 2018.https://doi.org/10.1109/NFV-SDN.2018.8725794 .