Recent advances in the self-referencing embedded strings (SELFIES) library.
Journal
Digital discovery
ISSN: 2635-098X
Titre abrégé: Digit Discov
Pays: England
ID NLM: 9918351186906676
Informations de publication
Date de publication:
08 Aug 2023
08 Aug 2023
Historique:
received:
17
03
2023
accepted:
23
06
2023
medline:
28
11
2023
pubmed:
28
11
2023
entrez:
28
11
2023
Statut:
epublish
Résumé
String-based molecular representations play a crucial role in cheminformatics applications, and with the growing success of deep learning in chemistry, have been readily adopted into machine learning pipelines. However, traditional string-based representations such as SMILES are often prone to syntactic and semantic errors when produced by generative models. To address these problems, a novel representation, SELF-referencing embedded strings (SELFIES), was proposed that is inherently 100% robust, alongside an accompanying open-source implementation called selfies. Since then, we have generalized SELFIES to support a wider range of molecules and semantic constraints, and streamlined its underlying grammar. We have implemented this updated representation in subsequent versions of selfies, where we have also made major advances with respect to design, efficiency, and supported features. Hence, we present the current status of selfies (version 2.1.1) in this manuscript. Our library, selfies, is available at GitHub (https://github.com/aspuru-guzik-group/selfies).
Identifiants
pubmed: 38013816
doi: 10.1039/d3dd00044c
pii: d3dd00044c
pmc: PMC10408573
doi:
Types de publication
Journal Article
Review
Langues
eng
Pagination
897-908Informations de copyright
This journal is © The Royal Society of Chemistry.
Déclaration de conflit d'intérêts
There are no conflicts to declare.
Références
Patterns (N Y). 2022 Oct 14;3(10):100588
pubmed: 36277819
J Cheminform. 2017 Sep 4;9(1):48
pubmed: 29086083
Science. 2018 Jul 27;361(6400):360-365
pubmed: 30049875
J Cheminform. 2021 Apr 27;13(1):34
pubmed: 33906675
Sci Adv. 2018 Jul 25;4(7):eaap7885
pubmed: 30050984
J Chem Inf Comput Sci. 1994 Sep-Oct;34(5):1219-24
pubmed: 7962217
J Chem Inf Comput Sci. 2002 Jan-Feb;42(1):46-57
pubmed: 11855965
Chem Sci. 2021 Apr 20;12(20):7079-7090
pubmed: 34123336
ACS Cent Sci. 2018 Feb 28;4(2):268-276
pubmed: 29532027
Proc Mach Learn Res. 2022 Jul;162:5777-5792
pubmed: 36193121
J Cheminform. 2020 Oct 27;12(1):65
pubmed: 33372621
Chem Sci. 2022 Feb 16;13(13):3697-3705
pubmed: 35432902
J Chem Inf Comput Sci. 2001 May-Jun;41(3):702-12
pubmed: 11410049