Improving the transferability of self-supervised learning models

2023/49/N/ST6/03268

Keywords

Descriptors

  • ST6_11: Uczenie maszynowe, statystyczne przetwarzanie danych i zastosowania w przetwarzaniu sygnałów (np. mowy, obrazów, filmów)
  • ST6_07: Sztuczna inteligencja, systemy inteligentne i wieloagentowe

Panel

ST6 – Computer science and informatics: informatics and information systems, computer science, scientific computing, intelligent systems

Host institution

Uniwersytet Jagielloński, Wydział Matematyki i Informatyki

Voivodeship: małopolskie

Other projects carried out by the institution »

Principal investigator (from the host institution)

Marcin Paweł Przewięźlikowski

Number of co-investigators in the project: 2

Call

PRELUDIUM 22 – announced on 2023-03-16

Amount awarded
120 663 PLN
Project start date
2024-01-23
Project end date
2026-01-22
Project duration
24 months (the same as in the proposal)
Project status
Project completed

Project description

Download the project description in a pdf file

Note — project descriptions were prepared by the authors of the applications themselves and placed in the system in an unchanged form.

Information in the final report

Publication in academic press/journals (1)

  1. Augmentation-aware self-supervised learning with conditioned projector

    Authors:
    Marcin Przewięźlikowski, Mateusz Pyla, Bartosz Zieliński, Bartłomiej Twardowski, Jacek Tabor, Marek Śmieja
    Academic press:
    Knowledge-Based Systems (year: 2024, volume: 305, pages: 112572), Publisher: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.knosys.2024.112572 – link to the publication

Articles in post-conference publications (1)

  1. A Deep Cut Into Split Federated Self-Supervised Learning

    Authors:
    Marcin Przewięźlikowski, Marcin Osial, Bartosz Zieliński, Marek Śmieja
    Conference:
    Machine Learning and Knowledge Discovery in Databases. Research Track (ECML PKDD 2024) (year: 2024, volume: ECML PKDD 2024, pages: 444-459), Publisher: Springer
    Date:
    conference 9-13 września 2024
    Status:
    Published
    DOI:
    10.1007/978-3-031-70344-7_26 – link to the publication

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