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Generative artificial intelligence based models optimization towards molecule design enhancement

Authors: Tarek Khater,Sara Awni Alkhatib,Aamna AlShehhi,Charalampos Pitsalidis,Anna Maria Pappa,Son Tung Ngo,Vincent Chan,Vi Khanh Truong
Journal: Journal of Cheminformatics
Publisher: Springer Science and Business Media LLC
Publish date: 2025-8-4
ISSN: 1758-2946 DOI: 10.1186/s13321-025-01059-4
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The authors did not cite references 64 and 65 anywhere in the main text. Meanwhile, reference [66] is used to refer to at least three completely different papers:

Schoenmaker et al. (2023); “UnCorrupt SMILES”
Bhadwal et al. (2023); “GenSMILES” (appears twice in the text)
Olivecrona et al. (2017); “Molecular de-novo design through deep reinforcement learning”

Furthermore, reference 69 is an exact duplicate of reference 66 (both are Bhadwal et al. 2023 “GenSMILES”).

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