Systematic evaluation of single-cell foundation model interpretability: attention-derived edge scores add no incremental value over gene-level features for perturbation-target prediction.

Kendiukhov I

Open source

DOI
10.1186/s12864-026-12965-8
Published
2026 Jul 22
Container
BMC genomics
Publisher
Not recorded
Open access
yes

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BibTeX

@article{allodium:10.1186/s12864-026-12965-8,
  title = {Systematic evaluation of single-cell foundation model interpretability: attention-derived edge scores add no incremental value over gene-level features for perturbation-target prediction.},
  author = {Kendiukhov I},
  year = {2026},
  journal = {BMC genomics},
  doi = {10.1186/s12864-026-12965-8},
  url = {https://doi.org/10.1186/s12864-026-12965-8}
}

RIS

TY  - JOUR
TI  - Systematic evaluation of single-cell foundation model interpretability: attention-derived edge scores add no incremental value over gene-level features for perturbation-target prediction.
AU  - Kendiukhov I
PY  - 2026
JO  - BMC genomics
DO  - 10.1186/s12864-026-12965-8
UR  - https://doi.org/10.1186/s12864-026-12965-8
ER  - 

APA

I, K. (2026). Systematic evaluation of single-cell foundation model interpretability: attention-derived edge scores add no incremental value over gene-level features for perturbation-target prediction.. BMC genomics. https://doi.org/10.1186/s12864-026-12965-8

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