Projects funded by the NCN


Information on the principal investigator and host institution

Information of the project and the call

Keywords

Equipment

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Dynamic Neural Networks for Efficient Machine Learning

2022/45/B/ST6/02817

Keywords:

machine learning deep neural networks conditional computations in neural networks

Descriptors:

  • ST6_011:
  • ST6_007:

Panel:

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

Host institution :

Politechnika Warszawska, Wydział Elektroniki i Technik Informacyjnych

woj. mazowieckie

Other projects carried out by the institution 

Principal investigator (from the host institution):

dr hab. Tomasz Trzciński 

Number of co-investigators in the project: 4

Call: OPUS 23 - announced on 2022-03-28

Amount awarded: 1 261 480 PLN

Project start date (Y-m-d): 2023-01-09

Project end date (Y-m-d): 2027-01-08

Project duration:: 48 months (the same as in the proposal)

Project status: Pending project

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)
  • Articles in post-conference publications (3)
  1. Zero time waste in pre-trained early exit neural networks
    Authors:
    Bartosz Wójcik, Marcin Przewiȩźlikowski, Filip Szatkowski, Maciej Wołczyk, Klaudia Bałazy, Bartłomiej Krzepkowski, Igor Podolak, Jacek Tabor, Marek Śmieja, Tomasz Trzciński
    Academic press:
    Neural Networks (rok: 2023, tom: 168, strony: 580-601), Wydawca: Elsevier
    Status:
    Published
  1. Hypernetworks Build Implicit Neural Representations of Sounds
    Authors:
    Filip Szatkowski, Karol J. Piczak, Przemysław Spurek, Jacek Tabor & Tomasz Trzciński
    Conference:
    Joint European Conference on Machine Learning and Knowledge Discovery in Databases (rok: 2023, tom: European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases 2023, strony: https://2023.ecmlpkdd.org/), Wydawca: Springer Nature
    Data:
    konferencja 18-22.09.2023
    Status:
    Published
    DOI:
    10.1007/978-3-031-43421-1_39 - link to the publication
  2. Hypernetworks Build Implicit Neural Representations of Sounds
    Authors:
    Filip Szatkowski, Karol J. Piczak, Przemysław Spurek, Jacek Tabor & Tomasz Trzciński
    Conference:
    Joint European Conference on Machine Learning and Knowledge Discovery in Databases (rok: 2023, tom: European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases 2023, strony: https://2023.ecmlpkdd.org/), Wydawca: Springer Nature
    Data:
    konferencja 18-22.09.2023
    Status:
    Published
    DOI:
    10.1007/978-3-031-43421-1_39 - link to the publication
  3. Active Visual Exploration Based on Attention-Map Entropy
    Authors:
    Adam Pardyl, Grzegorz Rypeść, Grzegorz Kurzejamski, Bartosz Zieliński, Tomasz Trzciński.
    Conference:
    Proceedings of the Thirty-Second International Joint Conference on Artificial Intelligence Main Track (rok: 2023, tom: International Joint Conference on Artificial Intelligence, strony: 1303-1311), Wydawca: International Joint Conferences on Artificial Intelligence Organization
    Data:
    konferencja 19th-25th August 2023
    Status:
    Published
    DOI:
    10.24963/ijcai.2023/145 - link to the publication