Dou, F., Wang, L., Chen, S., &; Liu, F. (n.d.). X-Stream: A Flexible, Adaptive Video Transformer for Privacy-Preserving Video Stream Analytics. Proceedings of the IEEE International Conference on Computer Communications (INFOCOM). IEEE International Conference on Computer Communications (INFOCOM), Vancouver, Canada.
LibreCat: /record/50066

Blöcher, M., Nedderhut, N., Chuprikov, P., Khalili, R., Eugster, P., &; Wang, L. (n.d.). Train Once Apply Anywhere: Effective Scheduling for Network Function Chains Running on FUMES. Proceedings of the IEEE International Conference on Computer Communications (INFOCOM). IEEE International Conference on Computer Communications (INFOCOM), Vancouver, Canada.
LibreCat: /record/50065

Hu, H., Liu, F., Pei, Q., Yuan, Y., Xu, Z., &; Wang, L. (2024). 706Grapher: A Resource-Efficient Serverless System for GNN Serving through Graph Sharing. Proceedings of the ACM Web Conference (WWW). ACM Web Conference (WWW), Singapore.
LibreCat: /record/50807

Razavi, K., Ghafouri, S., Mühlhäuser, M., Jamshidi, P., &; Wang, L. (2024). Sponge: Inference Serving with Dynamic SLOs Using In-Place Vertical Scaling. Proceedings of the 4th Workshop on Machine Learning and Systems (EuroMLSys), Colocated with EuroSys 2024. The 4th Workshop on Machine Learning and Systems (EuroMLSys), colocated with EuroSys 2024, Athens, Greece.
LibreCat: /record/53095

Ghafouri, S., Razavi, K., Salmani, M., Sanaee, A., Lorido Botran, T., Wang, L., Doyle, J., &; Jamshidi, P. (n.d.). IPA: Inference Pipeline Adaptation to Achieve High Accuracy and Cost-Efficiency. Journal of Systems Research (JSys).
LibreCat: /record/53531

Schneider, S. B. (2022). Network and Service Coordination: Conventional and Machine Learning Approaches".https://doi.org/10.17619/UNIPB/1-1276  
LibreCat: /record/29672
DOI: 10.17619/UNIPB/1-1276 

Schneider, S. B., Werner, S., Khalili, R., Hecker, A., &; Karl, H. (2022). mobile-env: An Open Platform for Reinforcement Learning in Wireless Mobile Networks. IEEE/IFIP Network Operations and Management Symposium (NOMS). IEEE/IFIP Network Operations and Management Symposium (NOMS), Budapest.
LibreCat: /record/30236

Redder, A., Ramaswamy, A., &; Karl, H. (2022). Age of Information Process under Strongly Mixing Communication -- Moment Bound, Mixing Rate and Strong Law. Proceedings of the 58th Allerton Conference on Communication, Control, and Computing. 58th Allerton Conference on Communication, Control, and Computing.
LibreCat: /record/32811

Redder, A., Ramaswamy, A., &; Karl, H. (2022). Multi-agent Policy Gradient Algorithms for Cyber-physical Systems with Lossy Communication. Proceedings of the 14th International Conference on Agents and Artificial Intelligence.https://doi.org/10.5220/0010845400003116 
LibreCat: /record/30793
DOI: 10.5220/0010845400003116

Redder, A., Ramaswamy, A., &; Karl, H. (2022). Distributed gradient-based optimization in the presence of dependent  aperiodic communication. In arXiv:2201.11343.
LibreCat: /record/30790
arXiv: 2201.11343

Redder, A., Ramaswamy, A., &; Karl, H. (2022). Asymptotic Convergence of Deep Multi-Agent Actor-Critic Algorithms. In arXiv:2201.00570.
LibreCat: /record/30791
arXiv: 2201.00570

Redder, A., Ramaswamy, A., &; Karl, H. (2022). Practical Network Conditions for the Convergence of Distributed Optimization. IFAC-PapersOnLine, 55(13), 133–138.
LibreCat: /record/32854

Werner, S., Schneider, S. B., &; Karl, H. (2022). Use What You Know: Network and Service Coordination Beyond Certainty. IEEE/IFIP Network Operations and Management Symposium (NOMS). IEEE/IFIP Network Operations and Management Symposium (NOMS), Budapest.
LibreCat: /record/29220

Hasnain, A., &; Karl, H. (n.d.). Learning Flow Scheduling. In 2021 IEEE 18th Annual Consumer Communications &; Networking Conference (CCNC). Las Vegas, USA: IEEE Computer Society.https://doi.org/10.1109/CCNC49032.2021.9369514 
LibreCat: /record/20125
DOI: https://doi.org/10.1109/CCNC49032.2021.9369514

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

Hasnain, A., &; Karl, H. (n.d.). Learning Coflow Admissions. In IEEE INFOCOM 2021 - IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS). Vancouver BC Canada: IEEE Communications Society.https://doi.org/10.1109/INFOCOMWKSHPS51825.2021.9484599 
LibreCat: /record/21005
DOI: 10.1109/INFOCOMWKSHPS51825.2021.9484599

Schneider, S. B., Qarawlus, H., &; Karl, H. (2021). Distributed Online Service Coordination Using Deep Reinforcement Learning. In IEEE International Conference on Distributed Computing Systems (ICDCS). Washington, DC, USA: IEEE.
LibreCat: /record/21543

Schneider, S. B., Jürgens, M., &; Karl, H. (2021). Divide and Conquer: Hierarchical Network and Service Coordination. In IFIP/IEEE International Symposium on Integrated Network Management (IM). Bordeaux, France: IFIP/IEEE.
LibreCat: /record/20693

Schneider, S. B., Khalili, R., Manzoor, A., Qarawlus, H., Schellenberg, R., Karl, H., &; Hecker, A. (2021). Self-Learning Multi-Objective Service Coordination Using Deep Reinforcement Learning. Transactions on Network and Service Management.https://doi.org/10.1109/TNSM.2021.3076503 
LibreCat: /record/21808
DOI: 10.1109/TNSM.2021.3076503

Schneider, S. B., Karl, H., Khalili, R., &; Hecker, A. (2021). DeepCoMP: Coordinated Multipoint Using Multi-Agent Deep Reinforcement Learning.
LibreCat: /record/33854

Schneider, S. B. (2021). Conventional and Machine Learning Approaches for Network and Service Coordination.
LibreCat: /record/35889

Schneider, S. B., Klenner, L. D., &; Karl, H. (2020). Every Node for Itself: Fully Distributed Service Coordination. In IEEE International Conference on Network and Service Management (CNSM). IEEE.
LibreCat: /record/19607

Schneider, S. B., Manzoor, A., Qarawlus, H., Schellenberg, R., Karl, H., Khalili, R., &; Hecker, A. (2020). Self-Driving Network and Service Coordination Using Deep Reinforcement Learning. In IEEE International Conference on Network and Service Management (CNSM). IEEE.
LibreCat: /record/19609

Hasnain, A., &; Karl, H. (2020). 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: IEEE Computer Society.https://doi.org/10.1109/CCGrid49817.2020.00010 
LibreCat: /record/17082
DOI: https://doi.org/10.1109/CCGrid49817.2020.00010

Schneider, S. B., Satheeschandran, N. P., Peuster, M., &; Karl, H. (2020). Machine Learning for Dynamic Resource Allocation in Network Function Virtualization. In IEEE Conference on Network Softwarization (NetSoft). Ghent, Belgium: IEEE.
LibreCat: /record/16219

Zafeiropoulos, A., Fotopoulou, E., Peuster, M., Schneider, S. B., Gouvas, P., Behnke, D.,  Karl, H. (2020). Benchmarking and Profiling 5G Verticals’ Applications: An Industrial IoT Use Case. In IEEE Conference on Network Softwarization (NetSoft).
LibreCat: /record/16222

Nomikos, N., Michailidis, E. T., Trakadas, P., Vouyioukas, D., Karl, H., Martrat, J.,https://doi.org/10.1016/j.vehcom.2020.100250__Voliotis, S. (2020). A UAV-based moving 5G RAN for massive connectivity of mobile users and IoT devices. Vehicular Communications.https://doi.org/10.1016/j.vehcom.2020.100250 
LibreCat: /record/16278
DOI: 10.1016/j.vehcom.2020.100250

Li, F., Yu, D., Yang, H., Yu, J., Karl, H., &; Cheng, X. (2020). Multi-Armed-Bandit-Based Spectrum Scheduling Algorithms in Wireless Networks: A Survey. IEEE Wireless Communications, 24–30.https://doi.org/10.1109/mwc.001.1900280 
LibreCat: /record/16280
DOI: 10.1109/mwc.001.1900280

Müller, M., Behnke, D., Bök, P.-B., Schneider, S. B., Peuster, M., &; Karl, H. (2020). Cloud-Native Threat Detection and Containment for Smart Manufacturing. In IEEE Conference on Network Softwarization (NetSoft) Demo Track. Ghent, Belgium: IEEE.
LibreCat: /record/16400

Karl, H., Kundisch, D., Meyer auf der Heide, F., &; Wehrheim, H. (2020). A Case for a New IT Ecosystem: On-The-Fly Computing. Business &; Information Systems Engineering, 62(6), 467–481.https://doi.org/10.1007/s12599-019-00627-x 
LibreCat: /record/13770
DOI: 10.1007/s12599-019-00627-x

Schneider, S. B., Sharma, A., Karl, H., &; Wehrheim, H. (2019). Specifying and Analyzing Virtual Network Services Using Queuing Petri Nets. In 2019 IFIP/IEEE International Symposium on Integrated Network Management (IM) (pp. 116--124). Washington, DC, USA: IFIP.
LibreCat: /record/3287

Schneider, S. B., Peuster, M., Behnke, D., Marcel, M., Bök, P.-B., &; Karl, H. (2019). Putting 5G into Production: Realizing a Smart Manufacturing Vertical Scenario. In European Conference on Networks and Communications (EuCNC). Valencia, Spain: IEEE.https://doi.org/10.1109/eucnc.2019.8802016 
LibreCat: /record/9270
DOI: 10.1109/eucnc.2019.8802016

Peuster, M., Dröge, C., Boos, C., &; Karl, H. (2019). Joint testing and profiling of microservice-based network services using TTCN-3. ICT Express.https://doi.org/10.1016/j.icte.2019.02.001 
LibreCat: /record/8113
DOI: 10.1016/j.icte.2019.02.001

Dräxler, S., &; Karl, H. (n.d.). SPRING: Scaling, Placement, and Routing of Heterogeneous Services with Flexible Structures. In 5th IEEE International Conference on Network Softwarization (NetSoft) 2019. Paris.
LibreCat: /record/8240

Peuster, M., Schneider, S. B., Behnke, D., Müller, M., Bök, P.-B., &; Karl, H. (2019). Prototyping and Demonstrating 5G Verticals: The Smart Manufacturing Case. In 5th IEEE International Conference on Network Softwarization (NetSoft 2019). Paris.https://doi.org/10.1109/NETSOFT.2019.8806685 
LibreCat: /record/8792
DOI: 10.1109/NETSOFT.2019.8806685

Peuster, M., Küttner, H., &; Karl, H. (2019). A flow handover protocol to support state migration in softwarized networks. International Journal of Network Management.https://doi.org/10.1002/nem.2067 
LibreCat: /record/8795
DOI: 10.1002/nem.2067

Soenen, T., Tavernier, W., Peuster, M., Vicens, F., Xilouris, G., Kolometsos, S.,https://doi.org/10.1109/mcom.2019.1800810__Colle, D. (2019). Empowering Network Service Developers: Enhanced NFV DevOps and Programmable MANO. IEEE Communications Magazine, 89–95.https://doi.org/10.1109/mcom.2019.1800810 
LibreCat: /record/9823
DOI: 10.1109/mcom.2019.1800810

Peuster, M., Schneider, S. B., Zhao, M., Xilouris, G., Trakadas, P., Vicens, F.,https://doi.org/10.1109/mcom.2019.1800873__Karl, H. (2019). Introducing Automated Verification and Validation for Virtualized Network Functions and Services. IEEE Communications Magazine, 96–102.https://doi.org/10.1109/mcom.2019.1800873 
LibreCat: /record/9824
DOI: 10.1109/mcom.2019.1800873

Afifi, H., &; Karl, H. (n.d.). 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.
LibreCat: /record/6860

Guenther, M., Afifi, H., Brendel, A., Karl, H., &; Kellermann, W. (2019). 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.
LibreCat: /record/12880

Afifi, H., &; Karl, H. (2019). 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.
LibreCat: /record/12881

Afifi, H., Karl, H., Eikenberg, S., Mueller, A., Gansel, L., Makejkin, A.,  Schellenberg, R. (2019). 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.
LibreCat: /record/12882

Müller, M., Behnke, D., Bök, P.-B., Peuster, M., Schneider, S. B., &; Karl, H. (2019). 5G 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.
LibreCat: /record/15369

Peuster, M., Schneider, S. B., &; Karl, H. (2019). The Softwarised Network Data Zoo. In IEEE/IFIP 15th International Conference on Network and Service Management (CNSM). Halifax: IEEE/IFIP.
LibreCat: /record/15371

Nuriddinov, A., Tavernier, W., Colle, D., Pickavet, M., Peuster, M., &; Schneider, S. B. (2019). Reproducible Functional Tests for Multi-scale Network Services. In  IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN). Dallas: IEEE.
LibreCat: /record/15372

Moro, D., Peuster, M., Karl, H., &; Capone, A. (2019). 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.
LibreCat: /record/15373

Moro, D., Peuster, M., Karl, H., &; Capone, A. (2019). 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.
LibreCat: /record/15374

Müller, M., Behnke, D., Bök, P.-B., Schneider, S. B., Peuster, M., &; Karl, H. (2019). Putting NFV into Reality: Physical Smart Manufacturing Testbed. In IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN). Dallas: IEEE.
LibreCat: /record/15375

Behnke, D., Müller, M., Bök, P.-B., Schneider, S. B., Peuster, M., &; Karl, H. (2019). NFV-driven intrusion detection for smart manufacturing. In IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN). Dallas: IEEE.
LibreCat: /record/15376

Leong, A. S., Ramaswamy, A., Quevedo, D. E., Karl, H., &; Shi, L. (2019). Deep reinforcement learning for wireless sensor scheduling in cyber–physical systems. Automatica.https://doi.org/10.1016/j.automatica.2019.108759 
LibreCat: /record/15741
DOI: 10.1016/j.automatica.2019.108759