Ensemble Learning of Machine Learning Force Fields

Bangchen Yin, Yue Yin, Yuda W. Tang, Hai Xiao

Open source

DOI: 10.1021/acs.jctc.6c00021
Published: 2026-08-21
Container: Journal of Chemical Theory and Computation
Publisher: American Chemical Society (ACS)
Open access: unknown

Credibility signals

uncertain Score 64/100 under policy 1.0.0. This is a metadata assessment, not a judgment of the paper's conclusions.

Show all credibility signals

supportingDOI registered: A matching record was returned by Crossref. Source: Crossref; license: CC0 metadata
supportingDOI resolves: A matching record was returned by Crossref. 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
not scoredOpen access status: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
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
supportingMetadata completeness: All 6 scored descriptive metadata groups are present. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer

Cite this work

BibTeX

@article{allodium:10.1021/acs.jctc.6c00021,
  title = {Ensemble Learning
of Machine Learning Force Fields},
  author = {Bangchen Yin and Yue Yin and Yuda W. Tang and Hai Xiao},
  year = {2026},
  journal = {Journal of Chemical Theory
and Computation},
  doi = {10.1021/acs.jctc.6c00021},
  url = {https://doi.org/10.1021/acs.jctc.6c00021}
}

RIS

TY  - JOUR
TI  - Ensemble Learning
of Machine Learning Force Fields
AU  - Bangchen Yin
AU  - Yue Yin
AU  - Yuda W. Tang
AU  - Hai Xiao
PY  - 2026
JO  - Journal of Chemical Theory
and Computation
DO  - 10.1021/acs.jctc.6c00021
UR  - https://doi.org/10.1021/acs.jctc.6c00021
ER  -

APA

Yin, B., Yin, Y., Tang, Y. W., & Xiao, H. (2026). Ensemble Learning of Machine Learning Force Fields. Journal of Chemical Theory and Computation. https://doi.org/10.1021/acs.jctc.6c00021

Source records

crossref · retrieved 2026-11-10T12:53:59.761Z