18–21 Apr 2024
WFAIS UJ
Europe/Zurich timezone

Down the rabbit hole with hierarchical autoregressive neural networks

18 Apr 2024, 18:40
20m
WFAIS UJ

WFAIS UJ

Faculty of Physics, Astronomy and Applied Computer Science, prof. St. Łojasiewicza 11, Kraków
Talk

Speaker

Mateusz Winiarski (Jagiellonian University in Kraków)

Description

Neural networks are used for many applications: from generating funny images, through helping students with their homework, to allowing scientists to handle their data.
In this talk, I will explain what are neural networks, what are autoregressive neural networks, what are hierarchical neural networks, and how to combine them all to solve some $O(2^{N^3})$ problems in statistical physics using algorithms with $O(N^6)$ time complexity.

This abstract was written without help of any kind of artifical intelligence.

Field Computer science
Length Short 15 min

Author

Mateusz Winiarski (Jagiellonian University in Kraków)

Presentation materials