Projects funded by the NCN


Information on the principal investigator and host institution

Information of the project and the call

Keywords

Equipment

Delete all

Thinking Far Ahead: Long-horizon planning using deep model-based reinforcement learning

2020/37/N/ST6/04113

Keywords:

reinforcement learning deep learning planning

Descriptors:

  • ST6_7: Artificial intelligence, intelligent systems, multi-agent systems
  • ST6_11: Machine learning, statistical data processing and applications using signal processing (e.g. speech, image, video)

Panel:

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

Host institution :

Uniwersytet Warszawski, Wydział Matematyki, Informatyki i Mechaniki

woj.

Other projects carried out by the institution 

Principal investigator (from the host institution):

Piotr Józef Kozakowski 

Number of co-investigators in the project: 2

Call: PRELUDIUM 19 - announced on 2020-03-16

Amount awarded: 82 560 PLN

Project start date (Y-m-d): 2021-02-04

Project end date (Y-m-d): 2023-02-03

Project duration:: 24 months (the same as in the proposal)

Project status: Project settled

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

  • Articles in post-conference publications (2)
  1. Planning and Learning Using Adaptive Entropy Tree Search
    Authors:
    Piotr Kozakowski, Mikołaj Pacek, Piotr Miłoś
    Conference:
    2022 International Joint Conference on Neural Networks (IJCNN) (rok: 2022, tom: 2022 International Joint Conference on Neural Networks (IJCNN), strony: 7), Wydawca: Institute of Electrical and Electronics Engineers (IEEE)
    Data:
    konferencja 18-23 lipca 2022
    Status:
    Published
    DOI:
    10.1109/IJCNN55064.2022.9892556 - link to the publication
  2. Planning and Learning using Adaptive Entropy Tree Search
    Authors:
    Piotr Kozakowski, Mikołaj Pacek, Piotr Miłoś
    Conference:
    2022 International Joint Conference on Neural Networks (tom: IJCNN, strony: 7), Wydawca: Institute of Electrical and Electronics Engineers (IEEE)
    Data:
    konferencja 18-23 lipca 2022
    Status:
    Submitted