Redder, Adrian, Arunselvan Ramaswamy, and Holger Karl. “Asymptotic Convergence of Deep Multi-Agent Actor-Critic Algorithms.” ArXiv:2201.00570, 2022.
LibreCat: /record/30791
arXiv: 2201.00570

Redder, Adrian, Arunselvan Ramaswamy, and Holger Karl. “Practical Network Conditions for the Convergence of Distributed Optimization.” IFAC-PapersOnLine 55, no. 13 (2022): 133–138.
LibreCat: /record/32854

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.
LibreCat: /record/29220

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 .
LibreCat: /record/20125
DOI: https://doi.org/10.1109/CCNC49032.2021.9369514

Hasnain, Asif. Automating Network Resource Allocation for Coflows with Deadlines, 2021.https://doi.org/10.17619/UNIPB/1-1241  .
LibreCat: /record/27503
DOI: 10.17619/UNIPB/1-1241 

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 .
LibreCat: /record/21005
DOI: 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.
LibreCat: /record/21543

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.
LibreCat: /record/20693

Schneider, Stefan Balthasar, Ramin Khalili, Adnan Manzoor, Haydar Qarawlus, Rafael Schellenberg, Holger Karl, and Artur Hecker. “Self-Learning Multi-Objective Service Coordination Using Deep Reinforcement Learning.”https://doi.org/10.1109/TNSM.2021.3076503__Transactions on Network and Service Management, 2021.https://doi.org/10.1109/TNSM.2021.3076503 .
LibreCat: /record/21808
DOI: 10.1109/TNSM.2021.3076503

Schneider, Stefan Balthasar, Holger Karl, Ramin Khalili, and Artur Hecker. DeepCoMP: Coordinated Multipoint Using Multi-Agent Deep Reinforcement Learning, 2021.
LibreCat: /record/33854

Schneider, Stefan Balthasar. Conventional and Machine Learning Approaches for Network and Service Coordination, 2021.
LibreCat: /record/35889

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.
LibreCat: /record/19607

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.
LibreCat: /record/19609

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 .
LibreCat: /record/17082
DOI: 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.
LibreCat: /record/16219

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.
LibreCat: /record/16222

Nomikos, Nikolaos, Emmanouel T. Michailidis, Panagiotis Trakadas, Demosthenes Vouyioukas, Holger Karl, Josep Martrat, Theodore Zahariadis, Konstantinos Papadopoulos, and Stamatis Voliotis. “A UAV-Based Moving 5G RAN for Massive Connectivity of Mobile Users and IoT Devices.”https://doi.org/10.1016/j.vehcom.2020.100250__Vehicular Communications, 2020.https://doi.org/10.1016/j.vehcom.2020.100250 .
LibreCat: /record/16278
DOI: 10.1016/j.vehcom.2020.100250

Li, Feng, Dongxiao Yu, Huan Yang, Jiguo Yu, Holger Karl, and Xiuzhen Cheng. “Multi-Armed-Bandit-Based Spectrum Scheduling Algorithms in Wireless Networks: A Survey.”https://doi.org/10.1109/mwc.001.1900280__IEEE Wireless Communications, 2020, 24–30.https://doi.org/10.1109/mwc.001.1900280 .
LibreCat: /record/16280
DOI: 10.1109/mwc.001.1900280

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.
LibreCat: /record/16400

Karl, Holger, Dennis Kundisch, Friedhelm Meyer auf der Heide, and Heike Wehrheim. “A Case for a New IT Ecosystem: On-The-Fly Computing.”https://doi.org/10.1007/s12599-019-00627-x__Business &; Information Systems Engineering 62, no. 6 (2020): 467–81.https://doi.org/10.1007/s12599-019-00627-x .
LibreCat: /record/13770
DOI: 10.1007/s12599-019-00627-x

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.
LibreCat: /record/3287

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 .
LibreCat: /record/9270
DOI: 10.1109/eucnc.2019.8802016

Peuster, Manuel, Christian Dröge, Clemens Boos, and Holger Karl. “Joint Testing and Profiling of Microservice-Based Network Services Using TTCN-3.”https://doi.org/10.1016/j.icte.2019.02.001__ICT Express, 2019.https://doi.org/10.1016/j.icte.2019.02.001 .
LibreCat: /record/8113
DOI: 10.1016/j.icte.2019.02.001

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.
LibreCat: /record/8240

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 .
LibreCat: /record/8792
DOI: 10.1109/NETSOFT.2019.8806685

Peuster, Manuel, Hannes Küttner, and Holger Karl. “A Flow Handover Protocol to Support State Migration in Softwarized Networks.”https://doi.org/10.1002/nem.2067__International Journal of Network Management, 2019.https://doi.org/10.1002/nem.2067 .
LibreCat: /record/8795
DOI: 10.1002/nem.2067

Soenen, Thomas, Wouter Tavernier, Manuel Peuster, Felipe Vicens, George Xilouris, Stavros Kolometsos, Michail-Alexandros Kourtis, and Didier Colle. “Empowering Network Service Developers: Enhanced NFV DevOps and Programmable MANO.”https://doi.org/10.1109/mcom.2019.1800810__IEEE Communications Magazine, 2019, 89–95.https://doi.org/10.1109/mcom.2019.1800810 .
LibreCat: /record/9823
DOI: 10.1109/mcom.2019.1800810

Peuster, Manuel, Stefan Balthasar Schneider, Mengxuan Zhao, George Xilouris, Panagiotis Trakadas, Felipe Vicens, Wouter Tavernier, et al. “Introducing Automated Verification and Validation for Virtualized Network Functions and Services.”https://doi.org/10.1109/mcom.2019.1800873__IEEE Communications Magazine, 2019, 96–102.https://doi.org/10.1109/mcom.2019.1800873 .
LibreCat: /record/9824
DOI: 10.1109/mcom.2019.1800873

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.
LibreCat: /record/6860

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.
LibreCat: /record/12880

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.
LibreCat: /record/12881

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.
LibreCat: /record/12882

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.
LibreCat: /record/15369

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.
LibreCat: /record/15371

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.
LibreCat: /record/15372

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.
LibreCat: /record/15373

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.
LibreCat: /record/15374

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.
LibreCat: /record/15375

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.
LibreCat: /record/15376

Leong, Alex S., Arunselvan Ramaswamy, Daniel E. Quevedo, Holger Karl, and Ling Shi. “Deep Reinforcement Learning for Wireless Sensor Scheduling in Cyber–Physical Systems.”https://doi.org/10.1016/j.automatica.2019.108759__Automatica, 2019.https://doi.org/10.1016/j.automatica.2019.108759 .
LibreCat: /record/15741
DOI: 10.1016/j.automatica.2019.108759

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.
LibreCat: /record/13123

Dräxler, Sevil. Scaling, Placement, and Routing for Pliable Virtualized Composed Services. Universität Paderborn, 2019.
LibreCat: /record/13124

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.
LibreCat: /record/13292

Peuster, Manuel, Michael Marchetti, Gerardo García de Blas, and Holger Karl. “Automated Testing of NFV Orchestrators against Carrier-Grade Multi-PoP Scenarios Using Emulation-Based Smoke Testing.”https://doi.org/10.1186/s13638-019-1493-2__EURASIP Journal on Wireless Communications and Networking, 2019.https://doi.org/10.1186/s13638-019-1493-2 .
LibreCat: /record/10325
DOI: 10.1186/s13638-019-1493-2

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.
LibreCat: /record/2474

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.
LibreCat: /record/2476

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 .
LibreCat: /record/2480
DOI: 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.
LibreCat: /record/2481

Dräxler, Sevil, Manuel Peuster, Marvin Illian, and Holger Karl. Towards Predicting Resource Demands and Performance of Distributed Cloud Services. KuVS-Fachgespräch Fog Computing 2018. Wien, Darmstadt, 2018.
LibreCat: /record/2483

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 .
LibreCat: /record/2472
DOI:  10.1109/WCNC.2018.8377335