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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Learning Latent Data Structure from Observations

2019/35/B/ST6/04379

Keywords:

deep neural networks generative models representation learning structure learning auto-encoders perception inference unsupervised pretraining

Descriptors:

  • ST6_011:
  • ST6_007:
  • ST6_009:

Panel:

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

Host institution :

Uniwersytet Wrocławski, Wydział Matematyki i Informatyki

woj. dolnośląskie

Other projects carried out by the institution 

Principal investigator (from the host institution):

dr hab. Piotr Wnuk-Lipiński 

Number of co-investigators in the project: 20

Call: OPUS 18 - announced on 2019-09-16

Amount awarded: 1 399 080 PLN

Project start date (Y-m-d): 2020-07-27

Project end date (Y-m-d): 2025-07-26

Project duration:: 60 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 (5)
  • Articles in post-conference publications (15)
  1. Improving short-term water demand forecasting using evolutionary algorithms
    Authors:
    Justyna Stańczyk, Joanna Kajewska-Szkudlarek, Piotr Lipiński, Paweł Rychlikowski
    Academic press:
    Scientific Reports (rok: 2022, tom: 12, strony: 13522), Wydawca: Nature Portfolio
    Status:
    Published
    DOI:
    10.1038/s41598-022-17177-0 - link to the publication
  2. Improving short-term water demand forecasting using evolutionary algorithms
    Authors:
    Justyna Stańczyk, Joanna Kajewska-Szkudlarek, Piotr Lipiński, Paweł Rychlikowski
    Academic press:
    Scientific Reports (rok: 2022, tom: 12, strony: 13522), Wydawca: Nature Portfolio
    Status:
    Published
    DOI:
    10.1038/s41598-022-17177-0 - link to the publication
  3. Representing point clouds with generative conditional invertible flow networks
    Authors:
    Michał Stypułkowski, Kacper Kania, Maciej Zamorski, Maciej Zięba, Tomasz Trzciński, Jan Chorowski
    Academic press:
    Pattern Recognition Letters (rok: 2021, tom: 150, strony: 26-32), Wydawca: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.patrec.2021.07.001 - link to the publication
  4. Representing point clouds with generative conditional invertible flow networks
    Authors:
    Michał Stypułkowski, Kacper Kania, Maciej Zamorski, Maciej Zięba, Tomasz Trzciński, Jan Chorowski
    Academic press:
    Pattern Recognition Letters (rok: 2021, tom: 150, strony: 26-32), Wydawca: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.patrec.2021.07.001 - link to the publication
  5. Representing point clouds with generative conditional invertible flow networks
    Authors:
    Michał Stypułkowski, Kacper Kania, Maciej Zamorski, Maciej Zięba, Tomasz Trzciński, Jan Chorowski
    Academic press:
    Pattern Recognition Letters (rok: 2021, tom: 150, strony: 26-32), Wydawca: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.patrec.2021.07.001 - link to the publication
  1. Efficient Transformers with Dynamic Token Pooling
    Authors:
    Piotr Nawrot, Jan Chorowski, Adrian Łańcucki, Edoardo Maria Ponti
    Conference:
    Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics (ACL 2023) (rok: 2023, tom: Annual Meeting of the Association for Computational Linguistics (ACL), strony: 6403-6417), Wydawca: Association for Computational Linguistics
    Data:
    konferencja 9-14.07.2023
    Status:
    Published
    DOI:
    10.18653/v1/2023.acl-long.353 - link to the publication
  2. Evolutionary Approach to Recommender Systems Improvement by Directory of Products Optimization
    Authors:
    Piotr Lipiński
    Conference:
    GECCO'23: Proceedings of the Genetic and Evolutionary Computation Conference (rok: 2023, tom: Genetic and Evolutionary Computation (GECCO), strony: 1400–1408), Wydawca: ACM
    Data:
    konferencja 15-19.07.2023
    Status:
    Published
    DOI:
    10.1145/3583131.3590519 - link to the publication
  3. Grammatical Evolution with Code2vec
    Authors:
    Michał Kowalczykiewicz, Piotr Lipiński
    Conference:
    Genetic Programming (EuroGP 2023) (rok: 2023, tom: European Conference on Genetic Programming (EuroGP), strony: 213–224), Wydawca: Springer
    Data:
    konferencja 12-14.04.2023
    Status:
    Published
    DOI:
    10.1007/978-3-031-29573-7_14 - link to the publication
  4. Variable-rate hierarchical CPC leads to acoustic unit discovery in speech
    Authors:
    Santiago Cuervo, Adrian Łańcucki, Ricard Marxer, Paweł Rychlikowski, Jan Chorowski
    Conference:
    Advances in Neural Information Processing Systems (NeurIPS 2022) (rok: 2022, tom: Advances in Neural Information Processing Systems (NeurIPS), strony: 34995-35006), Wydawca: Curran Associates, Inc.
    Data:
    konferencja 29.11.2022-1.12.2022
    Status:
    Published
  5. Contrastive Prediction Strategies for Unsupervised Segmentation and Categorization of Phonemes and Words
    Authors:
    Santiago Cuervo, Maciej Grabias, Jan Chorowski, Grzegorz Ciesielski, Adrian Łańcucki, Paweł Rychlikowski, Ricard Marxer
    Conference:
    2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (rok: 2022, tom: 2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), strony: 3189-3193), Wydawca: IEEE
    Data:
    konferencja 22-27.05.2022
    Status:
    Published
    DOI:
    10.1109/ICASSP43922.2022.9746102 - link to the publication
  6. Information Retrieval for ZeroSpeech 2021: The Submission by University of Wroclaw
    Authors:
    Jan Chorowski, Grzegorz Ciesielski, Jarosław Dzikowski, Adrian Łańcucki, Ricard Marxer, Mateusz Opala, Piotr Pusz, Paweł Rychlikowski, Michał Stypułkowski
    Conference:
    INTERSPEECH 2021 (rok: 2021, tom: INTERSPEECH 2021, strony: 971-975), Wydawca: INTERSPEECH 2021
    Data:
    konferencja 30.08.2021
    Status:
    Published
    DOI:
    10.21437/Interspeech.2021-1465 - link to the publication
  7. Information Retrieval for ZeroSpeech 2021: The Submission by University of Wroclaw
    Authors:
    Jan Chorowski, Grzegorz Ciesielski, Jarosław Dzikowski, Adrian Łańcucki, Ricard Marxer, Mateusz Opala, Piotr Pusz, Paweł Rychlikowski, Michał Stypułkowski
    Conference:
    INTERSPEECH 2021 (rok: 2021, tom: INTERSPEECH 2021, strony: 971-975), Wydawca: INTERSPEECH 2021
    Data:
    konferencja 30.08.2021
    Status:
    Published
    DOI:
    10.21437/Interspeech.2021-1465 - link to the publication
  8. Aligned Contrastive Predictive Coding
    Authors:
    Jan Chorowski, Grzegorz Ciesielski, Jarosław Dzikowski, Adrian Łańcucki, Ricard Marxer, Mateusz Opala, Piotr Pusz, Paweł Rychlikowski, Michał Stypułkowski
    Conference:
    INTERSPEECH 2021 (rok: 2021, tom: INTERSPEECH 2021, strony: 976-980), Wydawca: INTERSPEECH 2021
    Data:
    konferencja 30.08.2021
    Status:
    Published
    DOI:
    10.21437/Interspeech.2021-1544 - link to the publication
  9. Explaining Recommender Systems by Evolutionary Interests Mix Modeling
    Authors:
    Piotr Lipiński
    Conference:
    Applications of Evolutionary Computation (EvoApplications 2023) (rok: 2023, tom: International Conference on the Applications of Evolutionary Computation (EvoApplications), strony: 687–699), Wydawca: Springer
    Data:
    konferencja 12-14.04.2023
    Status:
    Published
    DOI:
    10.1007/978-3-031-30229-9_44 - link to the publication
  10. Extending DenseHMM with Continuous Emission
    Authors:
    Klaudia Balcer, Piotr Lipiński
    Conference:
    Neural Information Processing (ICONIP 2023) (rok: 2023, tom: International Conference on Neural Information Processing (ICONIP), strony: 239–251), Wydawca: Springer
    Data:
    konferencja 20-23.11.2023
    Status:
    Published
    DOI:
    10.1007/978-981-99-8076-5_17 - link to the publication
  11. Aligned Contrastive Predictive Coding
    Authors:
    Jan Chorowski, Grzegorz Ciesielski, Jarosław Dzikowski, Adrian Łańcucki, Ricard Marxer, Mateusz Opala, Piotr Pusz, Paweł Rychlikowski, Michał Stypułkowski
    Conference:
    INTERSPEECH 2021 (rok: 2021, tom: INTERSPEECH 2021, strony: 976-980), Wydawca: INTERSPEECH 2021
    Data:
    konferencja 30.08.2021
    Status:
    Published
    DOI:
    10.21437/Interspeech.2021-1544 - link to the publication
  12. Aligned Contrastive Predictive Coding
    Authors:
    Jan Chorowski, Grzegorz Ciesielski, Jarosław Dzikowski, Adrian Łańcucki, Ricard Marxer, Mateusz Opala, Piotr Pusz, Paweł Rychlikowski, Michał Stypułkowski
    Conference:
    INTERSPEECH 2021 (rok: 2021, tom: INTERSPEECH 2021, strony: 976-980), Wydawca: INTERSPEECH 2021
    Data:
    konferencja 30.08.2021
    Status:
    Published
    DOI:
    10.21437/Interspeech.2021-1544 - link to the publication
  13. Improving SLDS Performance Using Explicit Duration Variables with Infinite Support
    Authors:
    Mikołaj Słupiński, Piotr Lipiński
    Conference:
    Neural Information Processing (ICONIP 2023) (rok: 2023, tom: International Conference on Neural Information Processing (ICONIP), strony: 112–123), Wydawca: Springer
    Data:
    konferencja 20-23.11.2023
    Status:
    Published
    DOI:
    10.1007/978-981-99-8138-0_10 - link to the publication
  14. Contrastive Prediction Strategies for Unsupervised Segmentation and Categorization of Phonemes and Words
    Authors:
    Santiago Cuervo, Maciej Grabias, Jan Chorowski, Grzegorz Ciesielski, Adrian Łańcucki, Paweł Rychlikowski, Ricard Marxer
    Conference:
    2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (rok: 2022, tom: 2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), strony: 3189-3193), Wydawca: IEEE
    Data:
    konferencja 22-27.05.2022
    Status:
    Published
    DOI:
    10.1109/ICASSP43922.2022.9746102 - link to the publication
  15. Information Retrieval for ZeroSpeech 2021: The Submission by University of Wroclaw
    Authors:
    Jan Chorowski, Grzegorz Ciesielski, Jarosław Dzikowski, Adrian Łańcucki, Ricard Marxer, Mateusz Opala, Piotr Pusz, Paweł Rychlikowski, Michał Stypułkowski
    Conference:
    INTERSPEECH 2021 (rok: 2021, tom: INTERSPEECH 2021, strony: 971-975), Wydawca: INTERSPEECH 2021
    Data:
    konferencja 30.08.2021
    Status:
    Published
    DOI:
    10.21437/Interspeech.2021-1465 - link to the publication