Transformers for molecular property prediction: domain adaptation efficiently improves performance.

Sultan A, Rausch-Dupont M, Khan S, Kalinina O, Klakow D, Volkamer A

DOI: 10.1186/s13321-026-01252-z
Published: 2026 Jul 29
Container: Journal of cheminformatics
Publisher: Not recorded
Open access: yes

Credibility signals

limited evidence Score 45/100 under policy 1.0.0. This is a metadata assessment, not a judgment of the paper's conclusions.

Show all credibility signals

cautionDOI registered: No matching Crossref record was present in this response. Source: Crossref; license: CC0 metadata
cautionDOI resolves: No matching Crossref record was present in this response. Source: Crossref; license: CC0 metadata
not scoredDirectory of Open Access Journals: No matching DOAJ record was present in this response. No allow-list match; this is not evidence of low credibility. Source: DOAJ; license: CC0
not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredROR affiliation: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
supportingOpen access status: Normalized open-access status: open. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
not scoredPublication license: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredPublication version: A publication version was supplied but is not scored. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer

Cite this work

BibTeX

@article{allodium:10.1186/s13321-026-01252-z,
  title = {Transformers for molecular property prediction: domain adaptation efficiently improves performance.},
  author = {Sultan A and Rausch-Dupont M and Khan S and Kalinina O and Klakow D and Volkamer A},
  year = {2026},
  journal = {Journal of cheminformatics},
  doi = {10.1186/s13321-026-01252-z},
  url = {https://doi.org/10.1186/s13321-026-01252-z}
}

RIS

TY  - JOUR
TI  - Transformers for molecular property prediction: domain adaptation efficiently improves performance.
AU  - Sultan A
AU  - Rausch-Dupont M
AU  - Khan S
AU  - Kalinina O
AU  - Klakow D
AU  - Volkamer A
PY  - 2026
JO  - Journal of cheminformatics
DO  - 10.1186/s13321-026-01252-z
UR  - https://doi.org/10.1186/s13321-026-01252-z
ER  -

APA

A, S., M, R., S, K., O, K., D, K., & A, V. (2026). Transformers for molecular property prediction: domain adaptation efficiently improves performance.. Journal of cheminformatics. https://doi.org/10.1186/s13321-026-01252-z

Source records

pubmed · retrieved 2026-09-26T05:17:22.331Z