F. Dou, L. Wang, S. Chen, and F. Liu, “X-Stream: A Flexible, Adaptive Video Transformer for Privacy-Preserving Video Stream Analytics,” presented at the IEEE International Conference on Computer Communications (INFOCOM), Vancouver, Canada.

M. Blöcher, N. Nedderhut, P. Chuprikov, R. Khalili, P. Eugster, and L. Wang, “Train Once Apply Anywhere: Effective Scheduling for Network Function Chains Running on FUMES,” presented at the IEEE International Conference on Computer Communications (INFOCOM), Vancouver, Canada.

H. Hu, F. Liu, Q. Pei, Y. Yuan, Z. Xu, and L. Wang, “706Grapher: A Resource-Efficient Serverless System for GNN Serving through Graph Sharing,” presented at the ACM Web Conference (WWW), Singapore, 2024.

K. Razavi, S. Ghafouri, M. Mühlhäuser, P. Jamshidi, and L. Wang, “Sponge: Inference Serving with Dynamic SLOs Using In-Place Vertical Scaling,” presented at the The 4th Workshop on Machine Learning and Systems (EuroMLSys), colocated with EuroSys 2024, Athens, Greece, 2024.

G. Liu, V. Nigade, H. Bal, and L. Wang, “A Little Certainty is All We Need: Discovery and Synchronization Acceleration in Battery-Free IoT,” presented at the ACM Asia Pacific Workshop on Networking (APNET), Sydney, Austrialia, 2024.

S. B. Schneider, S. Werner, R. Khalili, A. Hecker, and H. Karl, “mobile-env: An Open Platform for Reinforcement Learning in Wireless Mobile Networks,” presented at the IEEE/IFIP Network Operations and Management Symposium (NOMS), Budapest, 2022.

A. Redder, A. Ramaswamy, and H. Karl, “Age of Information Process under Strongly Mixing Communication -- Moment Bound, Mixing Rate and Strong Law,” presented at the 58th Allerton Conference on Communication, Control, and Computing, 2022.

A. Redder, A. Ramaswamy, and H. Karl, “Multi-agent Policy Gradient Algorithms for Cyber-physical Systems with Lossy Communication,”10.5220/0010845400003116__2022, doi:10.5220/0010845400003116 .

S. Werner, S. B. Schneider, and H. Karl, “Use What You Know: Network and Service Coordination Beyond Certainty,” presented at the IEEE/IFIP Network Operations and Management Symposium (NOMS), Budapest, 2022.

A. Hasnain and H. Karl, “Learning Flow Scheduling,” in 2021 IEEE 18th Annual Consumer Communications &; Networking Conference (CCNC), Las Vegas, USA.

A. Hasnain and H. Karl, “Learning Coflow Admissions,” in IEEE INFOCOM 2021 - IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS), Vancouver BC Canada.

S. B. Schneider, H. Qarawlus, and H. Karl, “Distributed Online Service Coordination Using Deep Reinforcement Learning,” in IEEE International Conference on Distributed Computing Systems (ICDCS), Washington, DC, USA, 2021.

S. B. Schneider, M. Jürgens, and H. Karl, “Divide and Conquer: Hierarchical Network and Service Coordination,” in IFIP/IEEE International Symposium on Integrated Network Management (IM), Bordeaux, France, 2021.

S. B. Schneider, L. D. Klenner, and H. Karl, “Every Node for Itself: Fully Distributed Service Coordination,” in IEEE International Conference on Network and Service Management (CNSM), 2020.

S. B. Schneider et al., “Self-Driving Network and Service Coordination Using Deep Reinforcement Learning,” in IEEE International Conference on Network and Service Management (CNSM), 2020.

A. Hasnain and H. Karl, “Coflow Scheduling with Performance Guarantees for Data Center Applications,” in 2020 20th IEEE/ACM International Symposium on Cluster, Cloud and Internet Computing (CCGRID), Melbourne, Australia, 2020.

S. B. Schneider, N. P. Satheeschandran, M. Peuster, and H. Karl, “Machine Learning for Dynamic Resource Allocation in Network Function Virtualization,” in IEEE Conference on Network Softwarization (NetSoft), Ghent, Belgium, 2020.

A. Zafeiropoulos et al., “Benchmarking and Profiling 5G Verticals’ Applications: An Industrial IoT Use Case,” in IEEE Conference on Network Softwarization (NetSoft), 2020.

M. Müller, D. Behnke, P.-B. Bök, S. B. Schneider, M. Peuster, and H. Karl, “Cloud-Native Threat Detection and Containment for Smart Manufacturing,” in IEEE Conference on Network Softwarization (NetSoft) Demo Track, Ghent, Belgium, 2020.

S. B. Schneider, A. Sharma, H. Karl, and H. Wehrheim, “Specifying and Analyzing Virtual Network Services Using Queuing Petri Nets,” in 2019 IFIP/IEEE International Symposium on Integrated Network Management (IM), Washington, DC, USA, 2019, pp. 116--124.

S. B. Schneider, M. Peuster, D. Behnke, M. Marcel, P.-B. Bök, and H. Karl, “Putting 5G into Production: Realizing a Smart Manufacturing Vertical Scenario,” in European Conference on Networks and Communications (EuCNC), 2019.

S. Dräxler and H. Karl, “SPRING: Scaling, Placement, and Routing of Heterogeneous Services with Flexible Structures,” in 5th IEEE International Conference on Network Softwarization (NetSoft) 2019, Paris.

M. Peuster, S. B. Schneider, D. Behnke, M. Müller, P.-B. Bök, and H. Karl, “Prototyping and Demonstrating 5G Verticals: The Smart Manufacturing Case,” in 5th IEEE International Conference on Network Softwarization (NetSoft 2019), Paris, 2019.

H. Afifi and H. Karl, “Power Allocation with a Wireless Multi-cast Aware Routing for Virtual Network Embedding,” in 2019 16th IEEE Annual Consumer Communications &; Networking Conference (CCN19).

M. Guenther, H. Afifi, A. Brendel, H. Karl, and W. 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), 2019.

H. Afifi and H. 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), 2019.

H. Afifi et al., “A Rapid Prototyping for Wireless Virtual Network Embedding using MARVELO,” in 2019 IEEE Wireless Communications and Networking Conference (WCNC) (IEEE WCNC 2019) (Demo), 2019.

M. Müller, D. Behnke, P.-B. Bök, M. Peuster, S. B. Schneider, and H. 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), 2019.

M. Peuster, S. B. Schneider, and H. Karl, “The Softwarised Network Data Zoo,” in IEEE/IFIP 15th International Conference on Network and Service Management (CNSM), 2019.

A. Nuriddinov, W. Tavernier, D. Colle, M. Pickavet, M. Peuster, and S. B. Schneider, “Reproducible Functional Tests for Multi-scale Network Services,” in  IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN), 2019.

D. Moro, M. Peuster, H. Karl, and A. Capone, “FO: Function Offloading Prototyping in Heterogeneous and Programmable Network Scenarios,” in IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN), 2019.

D. Moro, M. Peuster, H. Karl, and A. Capone, “Demonstrating FO: A Flexible Platform to Prototype NFV Offloading Scenarios,” in IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN), 2019.

M. Müller, D. Behnke, P.-B. Bök, S. B. Schneider, M. Peuster, and H. Karl, “Putting NFV into Reality: Physical Smart Manufacturing Testbed,” in IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN), 2019.

D. Behnke, M. Müller, P.-B. Bök, S. B. Schneider, M. Peuster, and H. Karl, “NFV-driven intrusion detection for smart manufacturing,” in IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN), 2019.

H. Afifi, K. Horbach, and H. 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), 2019.

S. B. Schneider et al., “‘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, 2019.

H. Afifi, S. Auroux, and H. Karl, “MARVELO: Wireless Virtual Network Embedding for Overlay Graphs with Loops,” 2018.

B. Shiferaw Heyi and H. Karl, “Modelling Time-Limited Capacity of a Wireless Channel as aMarkov Reward Process,” 2018.

S. Dräxler, M. Peuster, M. Illian, and H. Karl, “Generating Resource and Performance Models for Service Function Chains: The Video Streaming Case,” in 4th IEEE International Conference on Network Softwarization (NetSoft 2018), Montreal, 2018, pp. 318--322.

S. Dräxler, S. B. Schneider, and H. Karl, “Scaling and Placing Bidirectional Services with Stateful Virtual and Physical Network Functions,” in 4th IEEE International Conference on Network Softwarization (NetSoft 2018), Montreal, 2018, pp. 123--131.

S. Auroux and H. Karl, “Distributed Placement of Virtualized Control Applications in Mobile Backhaul Networks,” 2018.

B. Demirel, A. Ramaswamy, D. Quevedo, and H. Karl, “DeepCAS: A Deep Reinforcement Learning Algorithm for Control-Aware Scheduling,” 2018.

M. Peuster, H. Küttner, and H. Karl, “Let the state follow its flows: An SDN-based flow handover protocol to support state migration,” in 4th IEEE International Conference on Network Softwarization (NetSoft 2018), Montreal.

M. Peuster, J. Kampmeyer, and H. Karl, “Containernet 2.0: A Rapid Prototyping Platform for Hybrid Service Function Chains,” in 4th IEEE International Conference on Network Softwarization (NetSoft 2018), Montreal.

M. Peuster, M. Marchetti, G. Garcia de Blas, and H. Karl, “Emulation-based Smoke Testing of NFV Orchestrators in Large Multi-PoP Environments,” in European Conference on Networks and Communications (EuCNC), Ljubljana.

M. Peuster and H. 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.

M. Peuster, S. B. Schneider, F. Christ, and H. 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, 2018.

S. B. Schneider, S. Dräxler, and H. Karl, “Trade-offs in Dynamic Resource Allocation in Network Function Virtualization,” in IEEE Global Communications Conference (GLOBECOM 2018), Abu Dhabi, UAE, 2018.

S. B. Schneider, M. Peuster, and H. Karl, “A Generic Emulation Framework for Reusing and Evaluating VNF Placement Algorithms,” in IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN 2018), Verona, Italy, 2018.

S. B. Schneider, M. Peuster, W. Tavernier, and H. Karl, “A Fully Integrated Multi-Platform NFV SDK,” in IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN 2018), Verona, Italy, 2018.

H. Afifi, J. Schmalenstroeer, J. Ullmann, R. Haeb-Umbach, and H. Karl, “MARVELO - A Framework for Signal Processing in Wireless Acoustic Sensor Networks,” in Speech Communication; 13th ITG-Symposium, 2018, pp. 1–5.

S. Ali Ashraf et al., “From Radio Design to System Evaluations for Ultra-Reliable and Low-Latency Communication ,” 2017.

A. Schwabe, E. Rojas, and H. Karl, “Minimizing downtimes: Using dynamic reconfiguration and state management in SDN,” in 2017 IEEE Conference on Network Softwarization, NetSoft 2017, Bologna, Italy, July 3-7, 2017, Bologna, 2017, pp. 1--5.

S. Dräxler et al., “SONATA: Service programming and orchestration for virtualized software networks,” in 2017 IEEE International Conference on Communications Workshops (ICC Workshops), Paris, France, 2017.

M. Peuster, S. Dräxler, H. Razzaghi Kouchaksaraei, S. van Rossem, W. Tavernier, and H. Karl, “A flexible multi-pop infrastructure emulator for carrier-grade MANO systems,” in IEEE Conference on Network Softwarization, NetSoft 2017, Bologna, Italy, July 3-7, 2017, Bologna, 2017, pp. 1--3.

S. Dräxler, H. Karl, and Z. A. Mann, “Joint Optimization of Scaling and Placement of Virtual Network Services,” in Proceedings of the 17th IEEE/ACM International Symposium on Cluster, Cloud and Grid Computing (CCGrid 2017), 2017.

M. Peuster and H. Karl, “Profile Your Chains, Not Functions. Automated Network Service Profiling in DevOps Environments,” in IEEE Conference on Network Function Virtualisation and Software Defined Networks (NFV-SDN), Berlin, 2017.

S. Auroux, S. Scholz, and H. Karl, “Assessing Genetic Algorithms for Placing Flow Processing-aware Control Applications,” in Proc. European Wireless, 2017.

M. Zhao et al., “Verification and validation framework for 5G network services and apps,” in 2017 IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN), 2017.

I. Aktas, J. Ansari, S. Auroux, D. Parruca, M. D. Perez Guirao, and B. Holfeld, “A Coordination Architecture for Wireless Industrial Automation,” presented at the European Wireless 2017, 2017.

A. Schwabe, P. A. Aranda-Gutierrez, and H. Karl, “Composition of SDN applications: Options/challenges for real implementations,” in Proceedings of the 2016 Applied Networking Research Workshop, ANRW 2016, Berlin, Germany, July 16, 2016, 2016, pp. 26--31.

R. Doriguzzi Corin, P. A. Aranda-Gutierrez, E. Rojas, H. Karl, and E. Salvadori, “Reusability of software-defined networking applications: A runtime, multi-controller approach,” in 12th International Conference on Network and Service Management, CNSM 2016, Montreal, QC, Canada, October 31 - Nov. 4, 2016, 2016, pp. 209--215.

M. Peuster and H. Karl, “Understand Your Chains: Towards Performance Profile-Based Network Service Management,” in Fifth European Workshop on Software-Defined Networks, EWSDN 2016, Den Haag, The Netherlands, October 10-11, 2016, Den Haag, 2016, pp. 7--12.

M. Peuster, H. Karl, A. Enrico Redondi, and A. Capone, “Demonstrating on-demand cell switching with a two-layer mobile network testbed,” in IEEE Conference on Computer Communications Workshops, INFOCOM Workshops 2016, San Francisco, CA, USA, April 10-14, 2016, San Francisco, 2016, pp. 1015--1016.

M. Peuster and H. Karl, “E-State: Distributed state management in elastic network function deployments,” in IEEE NetSoft Conference and Workshops, NetSoft 2016, Seoul, South Korea, June 6-10, 2016, Seoul, 2016, pp. 6--10.

S. Auroux, D. Parruca, and H. Karl, “Joint real-time scheduling and interference coordination for wireless factory automation,” in 27th IEEE Annual International Symposium on Personal, Indoor, and Mobile Radio Communications, PIMRC 2016, Valencia, Spain, September 4-8, 2016, 2016, pp. 1--6.

M. Peuster, H. Karl, and S. van Rossem, “MeDICINE: Rapid Prototyping of Production-Ready Network Services in Multi-PoP Environments,” in IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN), Palo Alto, 2016.

S. v. Rossem, W. Tavernier, M. Peuster, D. Colle, M. Pickavet, and P. Demeester, “Monitoring and debugging using an SDK for NFV-powered telecom applications,” in Proc. IEEE Conference on Network Function Virtualization and Software Defined Network (NFV-SDN), Demo Track, 2016.

S. Dräxler and H. Karl, “Placement of Services with Flexible Structures Specified by a YANG Data Model,” in Proceedings of the 2nd International IEEE Conference on Network Softwarization (NetSoft), 2016, pp. 184--192.

P. A. A. Gutierrez et al., “NetIDE: All-in-one framework for next generation, composed SDN applications,” in 2016 IEEE NetSoft Conference and Workshops (NetSoft), 2016.

A. Marsico, R. Doriguzzi-Corin, M. Gerola, D. Siracusa, and A. Schwabe, “A non-disruptive automated approach to update SDN applications at runtime,” in NOMS 2016 - 2016 IEEE/IFIP Network Operations and Management Symposium, 2016.

R. Doriguzzi-Corin, D. Siracusa, E. Salvador, and A. Schwabe, “Empowering network operating systems with memory management techniques,” in NOMS 2016 - 2016 IEEE/IFIP Network Operations and Management Symposium, 2016.

M. Dräxler, J. Blobel, P. Dreimann, S. Valentin, and H. Karl, “SmarterPhones: Anticipatory Download Scheduling for Wireless Video Streaming,” in Proceedings of the 2nd International Conference on Networked Systems (NetSys), 2015, pp. 1--8.

P. Wette and H. Karl, “HybridTE: Traffic Engineering for Very Low-Cost Software-Defined Data-Center Networks,” in Proceedings of the 4th European Workshop on Software Defined Networks (EWSDN 2015), 2015, pp. 1--7.

A. Schwabe and H. Karl, “SynRace: Decentralized Load-Adaptive Multi-path Routing without Collecting Statistics,” in Proceedings of the 4th European Workshop on Software Defined Networks (EWSDN 2015), 2015, pp. 37–42.

P. A. Aranda-Gutierrez, H. Karl, E. Rojas, and A. Leckey, “On Network Application representation and controller independence in SDN,” in 2015 European Conference on Networks and Communications, EuCNC 2015, Paris, France, June 29 - July 2, 2015, 2015, pp. 429--433.

J. Blanckenstein, C. Nardin, J. Klaue, and H. Karl, “Error characterization of multi-access point WSNs in an aircraft cabin,” in IEEE International Conference on Communication, ICC 2015, London, United Kingdom, June 8-12, 2015, Workshop Proceedings, 2015, pp. 2363--2368.

A. Schwabe and H. Karl, “Topology model to generate realistic latency for simulations,” in 2015 IEEE International Conference on Communications, ICC 2015, London, United Kingdom, June 8-12, 2015, 2015, pp. 6122--6127.

M. Dräxler, J. Blobel, and H. Karl, “Anticipatory Download Scheduling in Wireless Video Streaming with Uncertain Data Rate Prediction,” in 8th IFIP Wireless and Mobile Networking Conference, WMNC 2015, Munich, Germany, October 5-7, 2015, 2015, pp. 136--143.

P. Wette, A. Schwabe, M. Splietker, and H. Karl, “Extending Hadoop’s Yarn Scheduler Load Simulator with a highly realistic network &; traffic model,” in Proceedings of the 1st IEEE Conference on Network Softwarization, NetSoft 2015, London, United Kingdom, April 13-17, 2015, 2015, pp. 1--2.

S. Auroux and H. Karl, “Flexible reassignment of flow processing-aware controllers in future wireless networks,” in 26th IEEE Annual International Symposium on Personal, Indoor, and Mobile Radio Communications, PIMRC 2015, Hong Kong, China, August 30 - September 2, 2015, 2015, pp. 1850--1855.

S. Auroux and H. Karl, “Efficient flow processing-aware controller placement in future wireless networks,” in 2015 IEEE Wireless Communications and Networking Conference, WCNC 2015, New Orleans, LA, USA, March 9-12, 2015, 2015, pp. 1787--1792.

M. Peuster and H. Karl, “An Architecture for Energy-aware On-demand Mobile Network Management,” in Proceedings of the 5th Workshop on All Things Cellular: Operations, Applications and Challenges, London, 2015.

S. Auroux, M. Draxler, A. Morelli, and V. Mancuso, “Dynamic network reconfiguration in wireless DenseNets with the CROWD SDN architecture,” in 2015 European Conference on Networks and Communications (EuCNC), 2015.

P. Wette, M. Dräxler, A. Schwabe, F. Wallaschek, M. H. Zahraee, and H. Karl, “MaxiNet: Distributed Emulation of Software-Defined Networks,” in Proceedings of the 2014 IFIP Networking Conference (Networking 2014), 2014, pp. 1–9.

P. Wette and H. Karl, “Using Application Layer Knowledge in Routing and Wavelength Assignment Algorithms,” in Proceedings of the IEEE International Conference on Communications 2014, 2014, pp. 3270–3276.

M. Keller, C. Robbert, and H. Karl, “Template Embedding: Using Application Architecture to Allocate Resources in Distributed Clouds,” in Proceedings of 7th International Conference on Utility and Cloud Computing (UCC), 2014, pp. 387--395.

S. Dräxler, M. Keller, and H. Karl, “Specifying and Placing Chains of Virtual Network Functions,” in Proceedings of the 3rd International Conference on Cloud Networking (CloudNet), 2014, pp. 7–13.

M. Keller and H. Karl, “Response Time-Optimized Distributed Cloud Resource Allocation,” in Proceedings of the SIGCOMM workshop on Distributed cloud computing, 2014, pp. 47--52.

J. Künsemöller, S. Brangewitz, H. Karl, and C.-J. Haake, “Provider Competition in Infrastructure-as-a-Service,” in Proceedings of the 2014 IEEE International Conference on Services Computing (SCC), 2014, pp. 203–210.

P. Wette and H. Karl, “Incorporating feedback from application layer into routing and wavelength assignment algorithms,” in 2013 IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS), 2014.

M. Dräxler, P. Dreimann, and H. Karl, “Anticipatory power cycling of mobile network equipment for high demand multimedia traffic,” in IEEE Online Conference on Green Communications, OnlineGreenComm 2014, November 12-14, 2014, 2014, pp. 1--7.

S. Auroux and H. Karl, “Flow processing-aware controller placement in wireless DenseNets,” in 25th IEEE Annual International Symposium on Personal, Indoor, and Mobile Radio Communication, PIMRC 2014, Washington DC, USA, September 2-5, 2014, 2014, pp. 1294--1299.

A. Schwabe and H. Karl, “Using MAC addresses as efficient routing labels in data centers,” in Proceedings of the third workshop on Hot topics in software defined networking, HotSDN ’14, Chicago, Illinois, USA, August 22, 2014, 2014, pp. 115--120.

J. Blanckenstein and H. Karl, “Energy-efficient clock synchronization using wake-up receivers,” in 22nd International Conference on Software, Telecommunications and Computer Networks, SoftCOM 2014, Split, Croatia, September 17-19, 2014, 2014, pp. 408--413.

F. Beister and H. Karl, “Predicting mobile video inter-download times with Hidden Markov Models,” in IEEE 10th International Conference on Wireless and Mobile Computing, Networking and Communications, WiMob 2014, Larnaca, Cyprus, October 8-10, 2014, 2014, pp. 359--364.

M. Dräxler and H. Karl, “Feasibility of Base Station Coordination and Dynamic Backhaul Network Configuration in Backhaul Networks with Limited Capacity,” in Proceedings of 20th European Wireless Conference , 2014.

M. Herlich and H. Karl, “Analytic quantification of outage probability and radiated power of cooperative base stations,” in 12th International Symposium on Modeling and Optimization in Mobile, Ad Hoc, and Wireless Networks (WiOpt) 2014, 2014.

M. Keller, C. Robbert, and M. Peuster, “An evaluation testbed for adaptive, topology-aware deployment of elastic applications,” in Proceedings of the ACM SIGCOMM 2013 conference on SIGCOMM , 2013.

H. Ali-Ahmad et al., “CROWD: An SDN Approach for DenseNets,” in 2013 Second European Workshop on Software Defined Networks, 2013.