tsGT: Stochastic Time Series Modeling With Transformer

Authors: Kuciński, Łukasz, Drzewakowski, Witold, Olko, Mateusz, Kozakowski, Piotr, Maziarka, Łukasz, Nowakowska, Marta Emilia, Kaiser, Łukasz, Miłoś, Piotr

Subject Terms: Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2403.05713

From beer to biocrude through hydrothermal liquefaction of brewers’ spent grain enhanced with acid hydrolysis pretreatment

Authors: Plata, Marek ^{a, ⁎}, Korzeniowski, Łukasz ^a, Sangam, Krishna ^b, Lewandowski, Marek ^a, Maziarka, Przemysław ^c, Wądrzyk, Mariusz ^a

Source: In Fuel 1 July 2025 391

Sweet-sour fate of saccharides during sequential processing from apple pomace through acidic extraction and hydrolysis

Authors: Korzeniowski, Łukasz ^{a, ⁎}, Plata, Marek ^a, Świątek, Katarzyna ^b, Olszewski, Maciej P. ^b, Lewandowski, Marek ^a, Arauzo, Pablo J. ^b, Maziarka, Przemysław ^{b, c}, Wądrzyk, Mariusz ^a

Source: In Food and Bioproducts Processing January 2025 149:337-352

Flow-based SVDD for anomaly detection

Authors: Sendera, Marcin, Śmieja, Marek, Maziarka, Łukasz, Struski, Łukasz, Spurek, Przemysław, Tabor, Jacek

Subject Terms: Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2108.04907

Relative Molecule Self-Attention Transformer

Authors: Maziarka, Łukasz, Majchrowski, Dawid, Danel, Tomasz, Gaiński, Piotr, Tabor, Jacek, Podolak, Igor, Morkisz, Paweł, Jastrzębski, Stanisław

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence

Access URL: http://arxiv.org/abs/2110.05841

On the relationship between disentanglement and multi-task learning

Authors: Maziarka, Łukasz, Nowak, Aleksandra, Wołczyk, Maciej, Bedychaj, Andrzej

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence, Statistics - Machine Learning

Access URL: http://arxiv.org/abs/2110.03498

PluGeN: Multi-Label Conditional Generation From Pre-Trained Models

Authors: Wołczyk, Maciej, Proszewska, Magdalena, Maziarka, Łukasz, Zięba, Maciej, Wielopolski, Patryk, Kurczab, Rafał, Śmieja, Marek

Subject Terms: Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2109.09011

Processing of incomplete images by (graph) convolutional neural networks

Authors: Danel, Tomasz, Śmieja, Marek, Struski, Łukasz, Spurek, Przemysław, Maziarka, Łukasz

Subject Terms: Computer Science - Computer Vision and Pattern Recognition, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2010.13914

OneFlow: One-class flow for anomaly detection based on a minimal volume region

Authors: Maziarka, Łukasz, Śmieja, Marek, Sendera, Marcin, Struski, Łukasz, Tabor, Jacek, Spurek, Przemysław

Source: 2021, IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI)

Subject Terms: Computer Science - Machine Learning, Statistics - Machine Learning

Access URL: http://arxiv.org/abs/2010.03002

Relative molecule self-attention transformer

Authors: Łukasz Maziarka, Dawid Majchrowski, Tomasz Danel, Piotr Gaiński, Jacek Tabor, Igor Podolak, Paweł Morkisz, Stanisław Jastrzębski

Source: Journal of Cheminformatics, Vol 16, Iss 1, Pp 1-14 (2024)

Subject Terms: Molecular property prediction, Molecular self-attention, Neural networks pre-training, Information technology, T58.5-58.64, Chemistry, QD1-999

File Description: electronic resource

Relation: https://doaj.org/toc/1758-2946

Access URL: https://doaj.org/article/3caee1fd77f348d68ae1d3c56b3c0acf

Comparison of Atom Representations in Graph Neural Networks for Molecular Property Prediction

Authors: Pocha, Agnieszka, Danel, Tomasz, Maziarka, Łukasz

Subject Terms: Physics - Chemical Physics, Computer Science - Machine Learning, Statistics - Machine Learning

Access URL: http://arxiv.org/abs/2012.04444

Spatial Graph Convolutional Networks

Authors: Danel, Tomasz, Spurek, Przemysław, Tabor, Jacek, Śmieja, Marek, Struski, Łukasz, Słowik, Agnieszka, Maziarka, Łukasz

Subject Terms: Computer Science - Machine Learning, Statistics - Machine Learning

Access URL: http://arxiv.org/abs/1909.05310

Extended study on atomic featurization in graph neural networks for molecular property prediction

Authors: Agnieszka Wojtuch, Tomasz Danel, Sabina Podlewska, Łukasz Maziarka

Source: Journal of Cheminformatics, Vol 15, Iss 1, Pp 1-27 (2023)

Subject Terms: Molecular property prediction, Atom featurization, Compound representation, Molecular graph, Graph neural networks, Information technology, T58.5-58.64, Chemistry, QD1-999

File Description: electronic resource

Relation: https://doaj.org/toc/1758-2946

Access URL: https://doaj.org/article/fd17a7dd86344f909f5397f815e16f8c

Molecule Attention Transformer

Authors: Maziarka, Łukasz, Danel, Tomasz, Mucha, Sławomir, Rataj, Krzysztof, Tabor, Jacek, Jastrzębski, Stanisław

Source: Graph Representation Learning workshop and Machine Learning and the Physical Sciences workshop at NeurIPS 2019

Subject Terms: Computer Science - Machine Learning, Physics - Computational Physics, Statistics - Machine Learning

Access URL: http://arxiv.org/abs/2002.08264

Set Aggregation Network as a Trainable Pooling Layer

Authors: Maziarka, Łukasz, Śmieja, Marek, Nowak, Aleksandra, Tabor, Jacek, Struski, Łukasz, Spurek, Przemysław

Source: Neural Information Processing. ICONIP 2019

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence, Computer Science - Computer Vision and Pattern Recognition, Statistics - Machine Learning

Access URL: http://arxiv.org/abs/1810.01868

Non-linear ICA based on Cramer-Wold metric

Authors: Spurek, Przemysław, Nowak, Aleksandra, Tabor, Jacek, Maziarka, Łukasz, Jastrzębski, Stanisław

Source: Neural Information Processing. ICONIP 2020

Subject Terms: Computer Science - Machine Learning, Statistics - Machine Learning

Access URL: http://arxiv.org/abs/1903.00201

Hypernetwork functional image representation

Authors: Klocek, Sylwester, Maziarka, Łukasz, Wołczyk, Maciej, Tabor, Jacek, Nowak, Jakub, Śmieja, Marek

Source: Artificial Neural Networks and Machine Learning -- ICANN 2019: Workshop and Special Sessions

Subject Terms: Computer Science - Machine Learning, Computer Science - Computer Vision and Pattern Recognition, Statistics - Machine Learning

Access URL: http://arxiv.org/abs/1902.10404

LOSSGRAD: automatic learning rate in gradient descent

Authors: Wójcik, Bartosz, Maziarka, Łukasz, Tabor, Jacek

Source: Schedae Informaticae, 2018, Volume 27

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence, Mathematics - Optimization and Control, Statistics - Machine Learning

Access URL: http://arxiv.org/abs/1902.07656

Mol-CycleGAN - a generative model for molecular optimization

Authors: Maziarka, Łukasz, Pocha, Agnieszka, Kaczmarczyk, Jan, Rataj, Krzysztof, Warchoł, Michał

Source: Journal of Cheminformatics 12, 2 (2020)

Subject Terms: Computer Science - Machine Learning, Physics - Chemical Physics, Statistics - Machine Learning

Access URL: http://arxiv.org/abs/1902.02119

Solvothermal Liquefaction of Blackcurrant Pomace in the Water-Monohydroxy Alcohol Solvent System

Authors: Mariusz Wądrzyk, Łukasz Korzeniowski, Marek Plata, Rafał Janus, Marek Lewandowski, Grzegorz Borówka, Przemysław Maziarka

Source: Energies, Vol 16, Iss 3, p 1127 (2023)

Subject Terms: biocrude, binary solvent system, blackcurrant pomace, liquefaction, thermochemical conversion, waste valorization, Technology

File Description: electronic resource

Relation: https://www.mdpi.com/1996-1073/16/3/1127; https://doaj.org/toc/1996-1073

Access URL: https://doaj.org/article/769d7ed4b7a949a0b0761cf20123fae8