Author

Maranga Mokaya

University of OxfordORCID 0000-0001-9440-584XUnclaimed ORCID profile · follow to get notified of new preprints

Biology Disciplines

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Signature Assays, Organisms & Methods

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Approach:deep learning· 1 Research Focus:drug response / drug discovery· 1 Approach:experimental assay· 1 Approach:machine learning (classical)· 1

Frequent Co-Authors

Anthony R BradleyiD· 2 shared Charlotte Mary DeaneiD· 2 shared Aleksandra KalisziD· 1 shared Fergus ImrieiD· 1 shared Willem P. van HoorniD· 1 shared

Activity by Year

2022-2025 · peak 1/yr

Co-Author Collaboration Network

5 top collaborators · 10 mutual co-author links

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2 shared papersBioinformatics

Anthony R BradleyORCID

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2 papers

Recent·Most cited

BioinformaticsbioRxivPreprintMar 7, 2025

Expanding the Synthome: Generating and integrating novel reactions into retrosynthesis tools.

Maranga Mokaya, Charlotte Mary Deane, Anthony R Bradley

This paper introduces a tool that integrates novel chemical reactions into retrosynthesis tools, improving performance in 70% of cases and reducing synthesis costs by 20%.

DOI 10.1101/2025.03.07.642029

experimental assay

𝕏 PostBluesky

BioinformaticsbioRxivPreprintJul 15, 2022

Testing the Limits of SMILES-based De Novo Molecular Generation with Curriculum and Deep Reinforcement Learning

Maranga Mokaya, Fergus Imrie, Willem P. van Hoorn…·Charlotte Mary Deane

This paper evaluates RNN-based de novo molecular generation under limited training data and proposes a curriculum learning approach to improve diversity and control, while highlighting limitations of SMILES representations.

1 citation

deep learningmachine learning (classical)

𝕏 PostBluesky