@inproceedingsDou_Wang_Chen_Liu, title=X-Stream: A Flexible, Adaptive Video Transformer for Privacy-Preserving Video Stream Analytics, booktitle=Proceedings of the IEEE International Conference on Computer Communications (INFOCOM), publisher=IEEE, author=Dou, Feng and Wang, Lin and Chen, Shutong and Liu, Fangming 

@inproceedingsBlöcher_Nedderhut_Chuprikov_Khalili_Eugster_Wang, title=Train Once Apply Anywhere: Effective Scheduling for Network Function Chains Running on FUMES, booktitle=Proceedings of the IEEE International Conference on Computer Communications (INFOCOM), publisher=IEEE, author=Blöcher, Marcel and Nedderhut, Nils and Chuprikov, Pavel and Khalili, Ramin and Eugster, Patrick and Wang, Lin 

@inproceedingsHu_Liu_Pei_Yuan_Xu_Wang_2024, title=706Grapher: A Resource-Efficient Serverless System for GNN Serving through Graph Sharing, booktitle=Proceedings of the ACM Web Conference (WWW), publisher=ACM, author=Hu, Haichuan and Liu, Fangming and Pei, Qiangyu and Yuan, Yongjie and Xu, Zichen and Wang, Lin, year=2024 

@inproceedingsRazavi_Ghafouri_Mühlhäuser_Jamshidi_Wang_2024, title=Sponge: Inference Serving with Dynamic SLOs Using In-Place Vertical Scaling, booktitle=Proceedings of the 4th Workshop on Machine Learning and Systems (EuroMLSys), colocated with EuroSys 2024, publisher=ACM, author=Razavi, Kamran and Ghafouri, Saeid and Mühlhäuser, Max and Jamshidi, Pooyan and Wang, Lin, year=2024 

@articleGhafouri_Razavi_Salmani_Sanaee_Lorido Botran_Wang_Doyle_Jamshidi, title=IPA: Inference Pipeline Adaptation to Achieve High Accuracy and Cost-Efficiency, journal=Journal of Systems Research (JSys), author=Ghafouri, Saeid and Razavi, Kamran and Salmani, Mehran and Sanaee, Alireza and Lorido Botran, Tania  and Wang, Lin and Doyle, Joseph and Jamshidi, Pooyan 

@bookSchneider_2022, title=Network and Service Coordination: Conventional and Machine Learning Approaches", DOI=10.17619/UNIPB/1-1276 , author=Schneider, Stefan Balthasar, year=2022 

@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 

@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 

@bookHasnain_2021, title=Automating Network Resource Allocation for Coflows with Deadlines, DOI=10.17619/UNIPB/1-1241 , author=Hasnain, Asif, year=2021 

@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 

@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