Author

Arkadiusz Guziński

ORCID 0000-0001-5155-9806Unclaimed ORCID profile · follow to get notified of new preprints

Biology Disciplines

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Signature Assays, Organisms & Methods

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Organism:bacteria (other)· 2 Research Focus:cell type annotation· 2 Research Focus:database / resource· 1 Approach:deep learning· 1 Assay:DNA methylation· 1 Approach:machine learning (classical)· 1 Assay:protein sequence· 1 Research Focus:software / tool· 1

Frequent Co-Authors

Agnieszka OniśkoiD· 1 shared Jarosław DastychiD· 1 shared Joanna KazimierczakiD· 1 shared Maria UrbanowicziD· 1 shared Michał Jadczuk· 1 shared Piotr TyneckiiD· 1 shared Zaneta SzulciD· 1 shared

Activity by Year

2020-2025 · peak 1/yr

Co-Author Collaboration Network

7 top collaborators · 11 mutual co-author links

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1 shared paperBioinformatics

Agnieszka OniśkoORCID

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2 papers

Recent·Most cited

BioinformaticsbioRxivPreprintSep 2, 2025

PhageAI: a new approach to predicting the lifestyle of bacteriophages using proteinBERT and convolutional neural networks

Maria Urbanowicz, Arkadiusz Guziński, Zaneta Szulc

PhageAI predicts bacteriophage lifestyle using proteinBERT and CNNs, addressing data scarcity and explainability issues in phage lifecycle classification.

5 citations

bacteria (other)protein sequence

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BioinformaticsbioRxivPreprintJul 11, 2020

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PhageAI - Bacteriophage Life Cycle Recognition with Machine Learning and Natural Language Processing

Piotr Tynecki, Arkadiusz Guziński, Joanna Kazimierczak…·Agnieszka Oniśko

A linear SVM on Word2Vec 6-mer embeddings of phage nucleotide sequences calls phages virulent or temperate with 98.90% cross-validated accuracy, needing no ORF annotation.

166 citations

virusbacteria (other)

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