Ruben Mayer

Prof. Dr. rer. nat.

20132024

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  • 2024

    Federated Fine-Tuning of LLMs on the Very Edge: The Good, the Bad, the Ugly

    Woisetschläger, H., Erben, A., Wang, S., Mayer, R. & Jacobsen, H. A., 9 Jun 2024, Proceedings of the 8th Workshop on Data Management for End-to-End Machine Learning, DEEM 2024 - In conjunction with the 2024 ACM SIGMOD/PODS Conference. Association for Computing Machinery, Inc, p. 39-50 12 p. (Proceedings of the 8th Workshop on Data Management for End-to-End Machine Learning, DEEM 2024 - In conjunction with the 2024 ACM SIGMOD/PODS Conference).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

    Open Access
  • 2023

    An End-to-End Performance Comparison of Seven Permissioned Blockchain Systems

    Geyer, F. C., Jacobsen, H. A., Mayer, R. & Mandl, P., 27 Nov 2023, Middleware 2023 - Proceedings of the 24th ACM/IFIP International Middleware Conference. Association for Computing Machinery, Inc, p. 71-84 14 p. (Middleware 2023 - Proceedings of the 24th ACM/IFIP International Middleware Conference).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

    Open Access
  • A Survey on Dataset Distillation: Approaches, Applications and Future Directions

    Geng, J., Chen, Z., Wang, Y., Woisetschläger, H., Schimmler, S., Mayer, R., Zhao, Z. & Rong, C., 2023, Proceedings of the 32nd International Joint Conference on Artificial Intelligence, IJCAI 2023. Elkind, E. (ed.). International Joint Conferences on Artificial Intelligence, p. 6610-6618 9 p. (IJCAI International Joint Conference on Artificial Intelligence; vol. 2023-August).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

    2 Scopus citations
  • Energy vs Privacy: Estimating the Ecological Impact of Federated Learning

    Schwermer, R., Mayer, R. & Jacobsen, H. A., 20 Jun 2023, e-Energy 2023 - Proceedings of the 2023 14th ACM International Conference on Future Energy Systems. Association for Computing Machinery, Inc, p. 347-352 6 p. (e-Energy 2023 - Proceedings of the 2023 14th ACM International Conference on Future Energy Systems).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

    1 Scopus citations
  • Fabric-Visualizer: A Transaction Dependency Visualizer for Hyperledger Fabric

    Chacko, J. A., Richter, N., Mayer, R. & Jacobsen, H. A., 11 Dec 2023, Middleware Demos, Posters and Doctoral Symposium 2023: Proceedings of the 24th International Middleware Conference Demos, Posters and Doctoral Symposium, Part of: Middleware 2023. Association for Computing Machinery, Inc, p. 31-32 2 p. (Middleware Demos, Posters and Doctoral Symposium 2023: Proceedings of the 24th International Middleware Conference Demos, Posters and Doctoral Symposium, Part of: Middleware 2023).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

  • Federated Computing in Electric Vehicles to Predict Coolant Temperature

    Schwermer, R., Bicer, E. A., Schirmer, P., Mayer, R. & Jacobsen, H. A., 11 Dec 2023, Middleware Industrial Track 2023 - Proceedings of the 2023 24th International Middleware Conference Industrial Track, Part of: Middleware2023. Association for Computing Machinery, Inc, p. 8-14 7 p. (Middleware Industrial Track 2023 - Proceedings of the 2023 24th International Middleware Conference Industrial Track, Part of: Middleware2023).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

    Open Access
    1 Scopus citations
  • OrderlessChain: A CRDT-based BFT Coordination-free Blockchain Without Global Order of Transactions

    Nasirifard, P., Mayer, R. & Jacobsen, H. A., 27 Nov 2023, Middleware 2023 - Proceedings of the 24th ACM/IFIP International Middleware Conference. Association for Computing Machinery, Inc, p. 137-150 14 p. (Middleware 2023 - Proceedings of the 24th ACM/IFIP International Middleware Conference).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

    Open Access
  • Overcoming Data Scarcity through Transfer Learning in CO2-Based Building Occupancy Detection

    Weber, M., Banihashemi, F., Mandl, P., Jacobsen, H. A. & Mayer, R., 15 Nov 2023, BuildSys 2023 - Proceedings of the10th ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation. Association for Computing Machinery, Inc, p. 1-10 10 p. (BuildSys 2023 - Proceedings of the10th ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

    Open Access
    2 Scopus citations
  • Partitioner Selection with EASE to Optimize Distributed Graph Processing

    Merkel, N., Mayer, R., Fakir, T. A. & Jacobsen, H. A., 2023, Proceedings - 2023 IEEE 39th International Conference on Data Engineering, ICDE 2023. IEEE Computer Society, p. 2400-2414 15 p. (Proceedings - International Conference on Data Engineering; vol. 2023-April).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

    Open Access
    1 Scopus citations
  • 2022

    Federated office plug-load identification for building management systems

    Schwermer, R., Buchberger, J., Mayer, R. & Jacobsen, H. A., 28 Jun 2022, e-Energy 2022 - Proceedings of the 2022 13th ACM International Conference on Future Energy Systems. Association for Computing Machinery, Inc, p. 114-126 13 p. (e-Energy 2022 - Proceedings of the 2022 13th ACM International Conference on Future Energy Systems).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

    5 Scopus citations
  • Out-of-Core Edge Partitioning at Linear Run-Time

    Mayer, R., Orujzade, K. & Jacobsen, H. A., 2022, Proceedings - 2022 IEEE 38th International Conference on Data Engineering, ICDE 2022. IEEE Computer Society, p. 2629-2642 14 p. (Proceedings - International Conference on Data Engineering; vol. 2022-May).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

    Open Access
    10 Scopus citations
  • Poster Abstract: OrderlessFL: A CRDT-Enabled Permissioned Blockchain for Federated Learning

    Nasirifard, P., Mayer, R. & Jacobsen, H. A., 7 Nov 2022, Middleware 2022 - Proceedings of the 23rd International Middleware Conference Demos and Posters, Part of Middleware 2022. Association for Computing Machinery, Inc, p. 7-8 2 p. (Middleware 2022 - Proceedings of the 23rd International Middleware Conference Demos and Posters, Part of Middleware 2022).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

    1 Scopus citations
  • Poster Abstract: OrderlessChain: A CRDT-Enabled Blockchain Without Total Global Order of Transactions

    Nasirifard, P., Mayer, R. & Jacobsen, H. A., 7 Nov 2022, Middleware 2022 - Proceedings of the 23rd International Middleware Conference Demos and Posters, Part of Middleware 2022. Association for Computing Machinery, Inc, p. 5-6 2 p. (Middleware 2022 - Proceedings of the 23rd International Middleware Conference Demos and Posters, Part of Middleware 2022).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

    4 Scopus citations
  • Poster Abstract: OrderlessFile: A CRDT-Enabled Permissioned Blockchain for File Storage

    Nasirifard, P., Mayer, R. & Jacobsen, H. A., 7 Nov 2022, Middleware 2022 - Proceedings of the 23rd International Middleware Conference Demos and Posters, Part of Middleware 2022. Association for Computing Machinery, Inc, p. 15-16 2 p. (Middleware 2022 - Proceedings of the 23rd International Middleware Conference Demos and Posters, Part of Middleware 2022).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

    1 Scopus citations
  • The DEBS 2022 Grand Challenge: Detecting Trading Trends in Financial Tick Data

    Frischbier, S., Tahir, J., Doblander, C., Hormann, A., Mayer, R. & Jacobsen, H. A., 27 Jun 2022, DEBS 2022 - Proceedings of the 16th ACM International Conference on Distributed and Event-Based Systems. Zhou, Y., Chrysanthis, P. K., Gulisano, V. & Zacharatou, E. T. (eds.). Association for Computing Machinery, Inc, p. 132-138 7 p. (DEBS 2022 - Proceedings of the 16th ACM International Conference on Distributed and Event-Based Systems).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

    Open Access
    9 Scopus citations
  • Where Is My Training Bottleneck? Hidden Trade-Offs in Deep Learning Preprocessing Pipelines

    Isenko, A., Mayer, R., Jedele, J. & Jacobsen, H. A., 10 Jun 2022, SIGMOD 2022 - Proceedings of the 2022 International Conference on Management of Data. Association for Computing Machinery, p. 1825-1839 15 p. (Proceedings of the ACM SIGMOD International Conference on Management of Data).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

    Open Access
    4 Scopus citations
  • 2021

    Benchmarking Apache Kafka under network faults

    Raza, M., Tahir, J., Doblander, C., Mayer, R. & Jacobsen, H. A., 6 Dec 2021, Middleware 2021 Demos and Posters - Proceedings of the 2021 International Middleware Conference Demos and Posters. Association for Computing Machinery, Inc, p. 5-7 3 p. (Middleware 2021 Demos and Posters - Proceedings of the 2021 International Middleware Conference Demos and Posters).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

    3 Scopus citations
  • MDMS: Music Data Matching System for Query Variant Retrieval

    Roy, R., Mayer, R. & Jacobsen, H. A., 17 Oct 2021, MM 2021 - Proceedings of the 29th ACM International Conference on Multimedia. Association for Computing Machinery, Inc, p. 2762-2764 3 p. (MM 2021 - Proceedings of the 29th ACM International Conference on Multimedia).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

    1 Scopus citations
  • The DEBS 2021 grand challenge: Analyzing environmental impact of worldwide lockdowns

    Tahir, J., Doblander, C., Mayer, R., Frischbier, S. & Jacobsen, H. A., 28 Jun 2021, DEBS 2021 - Proceedings of the 15th ACM International Conference on Distributed and Event-Based Systems. Margara, A., Della Valle, E., Artikis, A., Tatbul, N. & Parzyjegla, H. (eds.). Association for Computing Machinery, Inc, p. 136-141 6 p. (DEBS 2021 - Proceedings of the 15th ACM International Conference on Distributed and Event-Based Systems).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

    5 Scopus citations
  • 2020

    The DEBS 2020 grand challenge

    Gulisano, V., Jorde, D., Mayer, R., Najdataei, H. & Palyvos-Giannas, D., 13 Jul 2020, DEBS 2020 - Proceedings of the 14th ACM International Conference on Distributed and Event-Based Systems. Association for Computing Machinery, p. 183-186 4 p. 3402684. (DEBS 2020 - Proceedings of the 14th ACM International Conference on Distributed and Event-Based Systems).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

    Open Access
    8 Scopus citations
  • 2019

    FabricCRDT: A conflict-free replicated datatypes approach to permissioned blockchains

    Nasirifard, P., Mayer, R. & Jacobsen, H. A., 9 Dec 2019, Middleware 2019 - Proceedings of the 2019 20th International Middleware Conference. Association for Computing Machinery, Inc, p. 110-122 13 p. (Middleware 2019 - Proceedings of the 2019 20th International Middleware Conference).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

    Open Access
    26 Scopus citations
  • 2018

    ADWISE: Adaptive window-based streaming edge partitioning for high-speed graph processing

    Mayer, C., Mayer, R., Tariq, M. A., Geppert, H., Laich, L., Rieger, L. & Rothermel, K., 19 Jul 2018, Proceedings - 2018 IEEE 38th International Conference on Distributed Computing Systems, ICDCS 2018. Institute of Electrical and Electronics Engineers Inc., p. 685-695 11 p. (Proceedings - International Conference on Distributed Computing Systems; vol. 2018-July).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

    Open Access
    37 Scopus citations
  • EmuFog: Extensible and scalable emulation of large-scale fog computing infrastructures

    Mayer, R., Graser, L., Gupta, H., Saurez, E. & Ramachandran, U., 29 May 2018, 2017 IEEE Fog World Congress, FWC 2017. Institute of Electrical and Electronics Engineers Inc., p. 1-6 6 p. (2017 IEEE Fog World Congress, FWC 2017).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

    Open Access
    104 Scopus citations
  • FogStore: Toward a distributed data store for Fog computing

    Mayer, R., Gupta, H., Saurez, E. & Ramachandran, U., 29 May 2018, 2017 IEEE Fog World Congress, FWC 2017. Institute of Electrical and Electronics Engineers Inc., p. 1-6 6 p. (2017 IEEE Fog World Congress, FWC 2017).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

    Open Access
    48 Scopus citations
  • HYPE: Massive Hypergraph Partitioning with Neighborhood Expansion

    Mayer, C., Mayer, R., Bhowmik, S., Epple, L. & Rothermel, K., 2 Jul 2018, Proceedings - 2018 IEEE International Conference on Big Data, Big Data 2018. Abe, N., Liu, H., Pu, C., Hu, X., Ahmed, N., Qiao, M., Song, Y., Kossmann, D., Liu, B., Lee, K., Tang, J., He, J. & Saltz, J. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 458-467 10 p. 8621968. (Proceedings - 2018 IEEE International Conference on Big Data, Big Data 2018).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

    Open Access
    15 Scopus citations
  • P4CEP: Towards in-network Complex Event Processing

    Kohler, T., Mayer, R., Dürr, F., Maaß, M., Bhowmik, S. & Rothermel, K., 7 Aug 2018, NetCompute 2018 - Proceedings of the 2018 Morning Workshop on In-Network Computing, Part of SIGCOMM 2018. Association for Computing Machinery, Inc, p. 33-38 6 p. (NetCompute 2018 - Proceedings of the 2018 Morning Workshop on In-Network Computing, Part of SIGCOMM 2018).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

    Open Access
    31 Scopus citations
  • Q-graph: Preserving query locality in multi-query graph processing

    Mayer, C., Mayer, R., Grunert, J., Rothermel, K. & Tariq, M. A., 10 Jun 2018, Proceedings of the 1st ACM SIGMOD Joint International Workshop on Graph Data Management Experiences and Systems (GRADES) and Network Data Analytics (NDA), GRADES-NDA 2018. Bhattacharya, A., Fletcher, G., Roy, S., Arora, A., Larriba Pey, J. L. & West, R. (eds.). Association for Computing Machinery, Inc, a6. (Proceedings of the 1st ACM SIGMOD Joint International Workshop on Graph Data Management Experiences and Systems (GRADES) and Network Data Analytics (NDA), GRADES-NDA 2018).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

    Open Access
    5 Scopus citations
  • 2017

    Demo abstract: Fog computing for improving user application interaction and context awareness

    Saurez, E., Gupta, H., Ramachandran, U. & Mayer, R., 18 Apr 2017, Proceedings - 2017 IEEE/ACM 2nd International Conference on Internet-of-Things Design and Implementation, IoTDI 2017 (part of CPS Week). Association for Computing Machinery, Inc, p. 281-282 2 p. (Proceedings - 2017 IEEE/ACM 2nd International Conference on Internet-of-Things Design and Implementation, IoTDI 2017 (part of CPS Week)).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

    Open Access
    10 Scopus citations
  • Grand challenge: Streamlearner - Distributed incremental machine learning on event streams

    Mayer, C., Mayer, R. & Abdo, M., 8 Jun 2017, DEBS 2017 - Proceedings of the 11th ACM International Conference on Distributed Event-Based Systems. Association for Computing Machinery, Inc, p. 298-303 6 p. (DEBS 2017 - Proceedings of the 11th ACM International Conference on Distributed Event-Based Systems).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

    Open Access
    9 Scopus citations
  • Knowledge is at the edge! How to search in distributed machine learning models

    Bach, T., Tariq, M. A., Mayer, R. & Rothermel, K., 2017, On the Move to Meaningful Internet Systems. OTM 2017 Conferences - Confederated International Conferences: CoopIS, C and TC, and ODBASE 2017, Proceedings. Panetto, H., Paschke, A., Meersman, R., Papazoglou, M., Debruyne, C., Gaaloul, W. & Ardagna, C. A. (eds.). Springer Verlag, p. 410-428 19 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 10573 LNCS).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

    3 Scopus citations
  • Minimizing communication overhead in window-based parallel complex event processing

    Mayer, R., Tariq, M. A. & Rothermel, K., 8 Jun 2017, DEBS 2017 - Proceedings of the 11th ACM International Conference on Distributed Event-Based Systems. Association for Computing Machinery, Inc, p. 54-65 12 p. (DEBS 2017 - Proceedings of the 11th ACM International Conference on Distributed Event-Based Systems).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

    Open Access
    22 Scopus citations
  • SPECTRE: Supporting consumption policies in window-based parallel complex event processing

    Mayer, R., Slo, A., Tariq, M. A., Rothermel, K., Graber, M. & Ramachandran, U., 11 Dec 2017, Middleware 2017 - Proceedings of the 2017 International Middleware Conference. Association for Computing Machinery, Inc, p. 161-173 13 p. (Middleware 2017 - Proceedings of the 2017 International Middleware Conference).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

    19 Scopus citations
  • The fog makes sense: Enabling social sensing services with limited internet connectivity

    Mayer, R., Gupta, H., Saurez, E. & Ramachandran, U., 18 Apr 2017, Proceedings - 2017 2nd International Workshop on Social Sensing, SocialSens 2017 (part of CPS Week). Association for Computing Machinery, Inc, p. 61-66 6 p. (Proceedings - 2017 2nd International Workshop on Social Sensing, SocialSens 2017 (part of CPS Week)).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

    Open Access
    11 Scopus citations
  • The tensor flow partitioning and scheduling problem: It's the critical path!

    Mayer, R., Mayer, C. & Laich, L., 11 Dec 2017, DIDL 2017 - Proceedings of the 1st Workshop on Distributed Infrastructures for Deep Learning, Part of Middleware 2017. Association for Computing Machinery, Inc, p. 1-6 6 p. (DIDL 2017 - Proceedings of the 1st Workshop on Distributed Infrastructures for Deep Learning, Part of Middleware 2017).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

    Open Access
    26 Scopus citations
  • 2016

    Grand challenge: Graph CEP - Real-time data analytics using parallel complex event and graph processing

    Mayer, R., Mayer, C., Tariq, M. A. & Rothermel, K., 13 Jun 2016, DEBS 2016 - Proceedings of the 10th ACM International Conference on Distributed and Event-Based Systems. Association for Computing Machinery, Inc, p. 309-316 8 p. (DEBS 2016 - Proceedings of the 10th ACM International Conference on Distributed and Event-Based Systems).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

    18 Scopus citations
  • 2014

    Distributed complex event processing for mobile large-scale video applications

    Ottenwälder, B., Mayer, R. & Koldehofe, B., 8 Dec 2014, Middleware Conference 2014 - Proceedings of the Posters and Demos Session. Association for Computing Machinery, Inc, p. 5-6 2 p. 2678511. (Middleware Conference 2014 - Proceedings of the Posters and Demos Session).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

    9 Scopus citations
  • Meeting predictable buffer limits in the parallel execution of event processing operators

    Mayer, R., Koldehofe, B. & Rothermel, K., 2014, Proceedings - 2014 IEEE International Conference on Big Data, IEEE Big Data 2014. Lin, J., Pei, J., Hu, X. T., Chang, W., Nambiar, R., Aggarwal, C., Cercone, N., Honavar, V., Huan, J., Mobasher, B. & Pyne, S. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 402-411 10 p. 7004257. (Proceedings - 2014 IEEE International Conference on Big Data, IEEE Big Data 2014).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

    Open Access
    15 Scopus citations
  • 2013

    Rollback-recovery without checkpoints in distributed event processing systems

    Koldehofe, B., Mayer, R., Ramachandran, U., Rothermel, K. & Völz, M., 2013, DEBS 2013 - Proceedings of the 7th ACM International Conference on Distributed Event-Based Systems. p. 27-38 12 p. (DEBS 2013 - Proceedings of the 7th ACM International Conference on Distributed Event-Based Systems).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

    Open Access
    31 Scopus citations