@inbookKarl_Maack_Meyer auf der Heide_Pukrop_Redder_2023, place=Paderborn, series=Verlagsschriftenreihe des Heinz Nixdorf Instituts, title=On-The-Fly Compute Centers II: Execution of Composed Services in Configurable Compute Centers, volume=412, DOI=10.5281/zenodo.8068664, booktitle=On-The-Fly Computing -- Individualized IT-services in dynamic markets, publisher=Heinz Nixdorf Institut, Universität Paderborn, author=Karl, Holger and Maack, Marten and Meyer auf der Heide, Friedhelm and Pukrop, Simon and Redder, Adrian, editor=Haake, Claus-Jochen and Meyer auf der Heide, Friedhelm and Platzner, Marco and Wachsmuth, Henning and Wehrheim, Heike, year=2023, pages=183–202, collection=Verlagsschriftenreihe des Heinz Nixdorf Instituts 

@inproceedingsSchneider_Werner_Khalili_Hecker_Karl_2022, title=mobile-env: An Open Platform for Reinforcement Learning in Wireless Mobile Networks, booktitle=IEEE/IFIP Network Operations and Management Symposium (NOMS), publisher=IEEE, author=Schneider, Stefan Balthasar and Werner, Stefan and Khalili, Ramin and Hecker, Artur and Karl, Holger, year=2022 

@inproceedingsRedder_Ramaswamy_Karl_2022, title=Age of Information Process under Strongly Mixing Communication -- Moment Bound, Mixing Rate and Strong Law, booktitle=Proceedings of the 58th Allerton Conference on Communication, Control, and Computing, author=Redder, Adrian and Ramaswamy, Arunselvan and Karl, Holger, year=2022 

@inproceedingsRedder_Ramaswamy_Karl_2022, title=Multi-agent Policy Gradient Algorithms for Cyber-physical Systems with Lossy Communication, DOI=10.5220/0010845400003116, booktitle=Proceedings of the 14th International Conference on Agents and Artificial Intelligence, publisher=SCITEPRESS - Science and Technology Publications, author=Redder, Adrian and Ramaswamy, Arunselvan and Karl, Holger, year=2022 

@articleRedder_Ramaswamy_Karl_2022, title=Distributed gradient-based optimization in the presence of dependent  aperiodic communication, journal=arXiv:2201.11343, author=Redder, Adrian and Ramaswamy, Arunselvan and Karl, Holger, year=2022 

@articleRedder_Ramaswamy_Karl_2022, title=Asymptotic Convergence of Deep Multi-Agent Actor-Critic Algorithms, journal=arXiv:2201.00570, author=Redder, Adrian and Ramaswamy, Arunselvan and Karl, Holger, year=2022 

@articleRedder_Ramaswamy_Karl_2022, title=Practical Network Conditions for the Convergence of Distributed Optimization, volume=55, number=13, journal=IFAC-PapersOnLine, publisher=Elsevier, author=Redder, Adrian and Ramaswamy, Arunselvan and Karl, Holger, year=2022, pages=133–138 

@inproceedingsWerner_Schneider_Karl_2022, title=Use What You Know: Network and Service Coordination Beyond Certainty, booktitle=IEEE/IFIP Network Operations and Management Symposium (NOMS), publisher=IEEE, author=Werner, Stefan and Schneider, Stefan Balthasar and Karl, Holger, year=2022 

@inproceedingsAfifi_Sauer_Karl_2021, place=Hyderabad, India, title=Reinforcement Learning for Admission Control in Wireless Virtual Network Embedding, booktitle=2021 IEEE International Conference on Advanced Networks and Telecommunications Systems (ANTS) (ANTS’21), author=Afifi, Haitham and Sauer, Fabian Jakob and Karl, Holger, year=2021 

@inproceedingsAfifi_Guenther_Brendel_Karl_Kellermann_2021, title=Reinforcement Learning-based Microphone Selection in Wireless Acoustic Sensor Networks considering Network and Acoustic Utilities, booktitle=14. ITG Conference on Speech Communication (ITG 2021), author=Afifi, Haitham and Guenther, Michael and Brendel, Andreas and Karl, Holger and Kellermann, Walter, year=2021 

@inproceedingsGunther_Afifi_Brendel_Karl_Kellermann_2021, title=Network-Aware Optimal Microphone Channel Selection in Wireless Acoustic Sensor Networks, DOI=10.1109/icassp39728.2021.9414528, booktitle=ICASSP 2021 - 2021 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), author=Gunther, Michael and Afifi, Haitham and Brendel, Andreas and Karl, Holger and Kellermann, Walter, year=2021 

@inproceedingsHasnain_Karl, title=Learning Flow Scheduling, DOI=https://doi.org/10.1109/CCNC49032.2021.9369514, booktitle=2021 IEEE 18th Annual Consumer Communications &; Networking Conference (CCNC), publisher=IEEE Computer Society, author=Hasnain, Asif and Karl, Holger 

@inproceedingsHasnain_Karl, title=Learning Coflow Admissions, DOI=10.1109/INFOCOMWKSHPS51825.2021.9484599, booktitle=IEEE INFOCOM 2021 - IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS), publisher=IEEE Communications Society, author=Hasnain, Asif and Karl, Holger 

@inproceedingsAfifi_Ramaswamy_Karl_2021, place=Montreal, Canada, title=Reinforcement Learning for Autonomous Vehicle Movements in Wireless Sensor Networks, booktitle=2021 IEEE International Conference on Communications (ICC): IoT and Sensor Networks Symposium (IEEE ICC’21 - IoTSN Symposium), author=Afifi, Haitham and Ramaswamy, Arunselvan and Karl, Holger, year=2021 

@inproceedingsAfifi_Ramaswamy_Karl_2021, title=A Reinforcement Learning QoI/QoS-Aware Approach in Acoustic Sensor Networks, booktitle=2021 IEEE 18th Annual Consumer Communications \'26; Networking Conference (CCNC) (CCNC 2021), author=Afifi, Haitham and Ramaswamy, Arunselvan and Karl, Holger, year=2021 

@inproceedingsSchneider_Qarawlus_Karl_2021, title=Distributed Online Service Coordination Using Deep Reinforcement Learning, booktitle=IEEE International Conference on Distributed Computing Systems (ICDCS), publisher=IEEE, author=Schneider, Stefan Balthasar and Qarawlus, Haydar and Karl, Holger, year=2021 

@inproceedingsSchneider_Jürgens_Karl_2021, title=Divide and Conquer: Hierarchical Network and Service Coordination, booktitle=IFIP/IEEE International Symposium on Integrated Network Management (IM), publisher=IFIP/IEEE, author=Schneider, Stefan Balthasar and Jürgens, Mirko and Karl, Holger, year=2021 

@articleSchneider_Khalili_Manzoor_Qarawlus_Schellenberg_Karl_Hecker_2021, title=Self-Learning Multi-Objective Service Coordination Using Deep Reinforcement Learning, DOI=10.1109/TNSM.2021.3076503, journal=Transactions on Network and Service Management, publisher=IEEE, author=Schneider, Stefan Balthasar and Khalili, Ramin and Manzoor, Adnan and Qarawlus, Haydar and Schellenberg, Rafael and Karl, Holger and Hecker, Artur, year=2021 

@bookSchneider_Karl_Khalili_Hecker_2021, title=DeepCoMP: Coordinated Multipoint Using Multi-Agent Deep Reinforcement Learning, author=Schneider, Stefan Balthasar and Karl, Holger and Khalili, Ramin and Hecker, Artur, year=2021 

@inproceedingsSchneider_Klenner_Karl_2020, title=Every Node for Itself: Fully Distributed Service Coordination, booktitle=IEEE International Conference on Network and Service Management (CNSM), publisher=IEEE, author=Schneider, Stefan Balthasar and Klenner, Lars Dietrich and Karl, Holger, year=2020