Computer Science - Large-scale Computing and Data Analysis (LSCA)

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  • 2023

    Brief Announcement : Distributed Derandomization Revisited

    Dahal, S., d'Amore, F., Lievonen, H., Picavet, T. & Suomela, J., Oct 2023, 37th International Symposium on Distributed Computing (DISC 2023). Oshman, R. (ed.). Schloss Dagstuhl - Leibniz-Zentrum für Informatik, p. 1-5 5 p. 40. (Leibniz International Proceedings in Informatics (LIPIcs); vol. 281).

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

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  • Distributed Half-Integral Matching and Beyond

    Dahal, S. & Suomela, J., 2023, Structural Information and Communication Complexity - 30th International Colloquium, SIROCCO 2023, Proceedings. Rajsbaum, S., Rajsbaum, S., Balliu, A., Olivetti, D. & Daymude, J. J. (eds.). Springer, p. 339-356 18 p. (Lecture Notes in Computer Science; vol. 13892).

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

    1 Citation (Scopus)
    17 Downloads (Pure)
  • Fast Dynamic Programming in Trees in the MPC Model

    Gupta, C., Latypov, R., Maus, Y., Pai, S., Särkkä, S., Studený, J., Suomela, J., Uitto, J. & Vahidi, H., 17 Jun 2023, SPAA 2023 - Proceedings of the 35th ACM Symposium on Parallelism in Algorithms and Architectures. ACM, p. 443-453 11 p.

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

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  • HAIVAN: a Holistic ML Analytics Infrastructure for a Variety of Radio Access Networks

    Truong, L. & Nhu Trang, N. N., 2023, 2022 IEEE International Conference on Big Data (IEEE BigData 2022). Tsumoto, S., Ohsawa, Y., Chen, L., Van den Poel, D., Hu, X., Motomura, Y., Takagi, T., Wu, L., Xie, Y., Abe, A. & Raghavan, V. (eds.). IEEE, p. 2389-2393 5 p.

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

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    198 Downloads (Pure)
  • Locality in Online, Dynamic, Sequential, and Distributed Graph Algorithms

    Akbari, A., Eslami, N., Lievonen, H., Melnyk, D., Särkijärvi, J. & Suomela, J., 5 Jul 2023, 50th International Colloquium on Automata, Languages, and Programming, ICALP 2023. Etessami, K., Feige, U. & Puppis, G. (eds.). Schloss Dagstuhl - Leibniz-Zentrum für Informatik, 20 p. 10. (Leibniz International Proceedings in Informatics, LIPIcs; vol. 261).

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

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    1 Citation (Scopus)
    7 Downloads (Pure)
  • Mending Partial Solutions with Few Changes

    Melnyk, D., Suomela, J. & Villani, N., 1 Feb 2023, 26th International Conference on Principles of Distributed Systems, OPODIS 2022. Hillel, E., Palmieri, R. & Riviere, E. (eds.). Schloss Dagstuhl - Leibniz-Zentrum für Informatik, 21. (Leibniz International Proceedings in Informatics, LIPIcs; vol. 253).

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

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  • Moreau Envelope ADMM for Decentralized Weakly Convex Optimization

    Mirzaeifard, R., Venkategowda, N. K. D., Jung, A. & Werner, S., 2023, 2023 Asia Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA ASC 2023. IEEE, p. 1126-1130 5 p. (Proceedings / Asia-Pacific Signal and Information Processing Association Annual Summit and Conference APSIPA ASC).

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

    Open Access
  • MSRL: Distributed Reinforcement Learning with Dataflow Fragments

    Zhu, H., Zhao, B., Chen, G., Chen, W., Chen, Y., Shi, L., Yang, Y., Pietzuch, P. & Chen, L., 2023, Proceedings of the 2023 USENIX Annual Technical Conference. USENIX -The Advanced Computing Systems Association, p. 977-993

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

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  • Sinkless Orientation Made Simple

    Balliu, A., Korhonen, J. H., Kühn, F., Lievonen, H., Olivetti, D., Pai, S., Paz, A., Rybicki, J., Schmid, S., Studený, J., Suomela, J. & Uitto, J., 12 Jan 2023, 2023 Symposium on Simplicity in Algorithms, SOSA 2023, Florence, Italy, January 23-25, 2023. Society for Industrial and Applied Mathematics

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

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  • Towards Model-Agnostic Federated Learning over Networks

    Jung, A., Abdurakhmanova, S., Kuznetsova, O. & Sarcheshmehpour, Y., 2023, 31st European Signal Processing Conference, EUSIPCO 2023 - Proceedings. IEEE, p. 1614-1618 5 p. (European Signal Processing Conference).

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

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  • 2022

    Brief Announcement: Temporal Locality in Online Algorithms

    Pacut, M., Parham, M., Rybicki, J., Schmid, S., Suomela, J. & Tereshchenko, A., 1 Oct 2022, 36th International Symposium on Distributed Computing, DISC 2022. Scheideler, C. (ed.). Schloss Dagstuhl - Leibniz-Zentrum für Informatik, 3 p. 52. (Leibniz International Proceedings in Informatics, LIPIcs; vol. 246).

    Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingsScientific

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    35 Downloads (Pure)
  • Efficient Classification of Locally Checkable Problems in Regular Trees

    Balliu, A., Brandt, S., Chang, Y-J., Olivetti, D., Studený, J. & Suomela, J., 2022, 36th International Symposium on Distributed Computing (DISC 2022). Scheideler, C. (ed.). Schloss Dagstuhl - Leibniz-Zentrum für Informatik, p. 1-19 8. (Leibniz International Proceedings in Informatics (LIPIcs); vol. 246).

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

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    1 Citation (Scopus)
    44 Downloads (Pure)
  • Learning to Predict Graphs with Fused Gromov-Wasserstein Barycenters

    Brogat-Motte, L., Flamary, R., Brouard, C., Rousu, J. & d'Alché-Buc, F., 2022, Proceedings of the 39th International Conference on Machine Learning, PMLR. JMLR, p. 2321-2335 (Proceedings of Machine Learning Research ; vol. 162).

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

    Open Access
  • Local Mending

    Balliu, A., Hirvonen, J., Melnyk, D., Olivetti, D., Rybicki, J. & Suomela, J., 2022, Structural Information and Communication Complexity - 29th International Colloquium, SIROCCO 2022, Proceedings. Parter, M. (ed.). Springer, p. 1-20 20 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 13298 LNCS).

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

    Open Access
    2 Citations (Scopus)
  • Sparse Matrix Multiplication in the Low-Bandwidth Model

    Gupta, C., Hirvonen, J., Korhonen, J. H., Studený, J. & Suomela, J., 11 Jul 2022, SPAA 2022 - Proceedings of the 34th ACM Symposium on Parallelism in Algorithms and Architectures. ACM, p. 435-444 10 p.

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

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    1 Citation (Scopus)
    70 Downloads (Pure)
  • 2021

    Brief announcement: Sinkless orientation is hard also in the supported LOCAL model

    Korhonen, J. H., Paz, A., Rybicki, J., Schmid, S. & Suomela, J., 1 Oct 2021, 35th International Symposium on Distributed Computing, DISC 2021. Gilbert, S. (ed.). Schloss Dagstuhl - Leibniz-Zentrum für Informatik, 4 p. 58. (Leibniz International Proceedings in Informatics, LIPIcs; vol. 209).

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

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    35 Downloads (Pure)
  • Distributed Graph Problems Through an Automata-Theoretic Lens

    Chang, Y-J., Studený, J. & Suomela, J., 28 Jun 2021, Structural Information and Communication Complexity: 28th International Colloquium, SIROCCO 2021, Wrocław, Poland, June 28 – July 1, 2021, Proceedings. Jurdziński, T. & Schmid, S. (eds.). Springer, 31 p. (Lecture Notes in Computer Science; vol. 12810).

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

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    9 Citations (Scopus)
    39 Downloads (Pure)
  • Efficient load-balancing through distributed token dropping

    Brandt, S., Keller, B., Rybicki, J., Suomela, J. & Uitto, J., 6 Jul 2021, SPAA 2021 - Proceedings of the 33rd ACM Symposium on Parallelism in Algorithms and Architectures. ACM, p. 129-139 11 p. (Annual ACM Symposium on Parallelism in Algorithms and Architectures).

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

    Open Access
    2 Citations (Scopus)
  • Federated learning from big data over networks

    Sarcheshmehpour, Y., Leinonen, M. & Jung, A., 2021, ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings. IEEE, Vol. 2021-June. p. 3055-3059 5 p. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings).

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

    Open Access
    8 Citations (Scopus)
  • Flow-Based Clustering and Spectral Clustering: A Comparison

    Sarcheshmehpour, Y., Tian, Y., Zhang, L. & Jung, A., 2021, 55th Asilomar Conference on Signals, Systems and Computers, ACSSC 2021. Matthews, M. B. (ed.). IEEE, p. 1292-1296 5 p. (Conference Record - Asilomar Conference on Signals, Systems and Computers; vol. 2021-October).

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

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    1 Citation (Scopus)
    143 Downloads (Pure)
  • Locally checkable labelings with small messages

    Balliu, A., Censor-Hillel, K., Maus, Y., Olivetti, D. & Suomela, J., 2021, 35th International Symposium on Distributed Computing, DISC 2021. Gilbert, S. (ed.). Schloss Dagstuhl - Leibniz-Zentrum für Informatik, 18 p. 8. (Leibniz International Proceedings in Informatics (LIPIcs); vol. 209).

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

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    9 Citations (Scopus)
    36 Downloads (Pure)
  • 2020

    Clustering in Partially Labeled Stochastic Block Models via Total Variation Minimization

    Jung, A., 1 Nov 2020, Conference Record of the 54th Asilomar Conference on Signals, Systems and Computers, ACSSC 2020. Matthews, M. B. (ed.). IEEE, p. 731-735 5 p. 9443311. (Conference Record - Asilomar Conference on Signals, Systems and Computers; vol. 2020-November).

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

    Open Access
    2 Citations (Scopus)
  • 2019

    Analysis of Network Lasso for Semi-Supervised Regression

    Jung, A. & Vesselinova, N., 2019, Proceedings of the 22nd International Conference on Artificial Intelligence and Statistics (AISTATS) 2019, Naha, Okinawa, Japan. JMLR, p. 380-387 (Proceedings of Machine Learning Research; vol. 89).

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

    Open Access
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    1 Citation (Scopus)
    56 Downloads (Pure)