Search Results for author: Jarosław Pawłowski

Found 6 papers, 2 papers with code

Machine-learned models for magnetic materials

no code implementations29 Dec 2023 Paweł Leszczyński, Kamil Kutorasiński, Marcin Szewczyk, Jarosław Pawłowski

The encoder is trying to predict the material parameters of a theoretical model, which is then used in a decoder part.

Decoder

Data-driven criteria for quantum correlations

no code implementations20 Jul 2023 Mateusz Krawczyk, Jarosław Pawłowski, Maciej M. Maśka, Katarzyna Roszak

The network is forced to recognize separable states, and correlated states are detected as anomalies.

Identification of quantum entanglement with Siamese convolutional neural networks and semi-supervised learning

1 code implementation13 Oct 2022 Jarosław Pawłowski, Mateusz Krawczyk

Quantum entanglement is a fundamental property commonly used in various quantum information protocols and algorithms.

Generation of microbial colonies dataset with deep learning style transfer

1 code implementation6 Nov 2021 Jarosław Pawłowski, Sylwia Majchrowska, Tomasz Golan

We introduce an effective strategy to generate an annotated synthetic dataset of microbiological images of Petri dishes that can be used to train deep learning models in a fully supervised fashion.

Data Augmentation Style Transfer

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