The reliability gap: Why high predictive accuracy doesn't guarantee stable feature importance

Yoshiyasu Takefuji

Open source

DOI
10.1016/j.marpolbul.2026.119398
Published
2026-05
Container
Marine Pollution Bulletin
Publisher
Elsevier BV
Open access
unknown

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BibTeX

@article{allodium:10.1016/j.marpolbul.2026.119398,
  title = {The reliability gap: Why high predictive accuracy doesn't guarantee stable feature importance},
  author = {Yoshiyasu Takefuji},
  year = {2026},
  journal = {Marine Pollution Bulletin},
  doi = {10.1016/j.marpolbul.2026.119398},
  url = {https://doi.org/10.1016/j.marpolbul.2026.119398}
}

RIS

TY  - JOUR
TI  - The reliability gap: Why high predictive accuracy doesn't guarantee stable feature importance
AU  - Yoshiyasu Takefuji
PY  - 2026
JO  - Marine Pollution Bulletin
DO  - 10.1016/j.marpolbul.2026.119398
UR  - https://doi.org/10.1016/j.marpolbul.2026.119398
ER  - 

APA

Takefuji, Y. (2026). The reliability gap: Why high predictive accuracy doesn't guarantee stable feature importance. Marine Pollution Bulletin. https://doi.org/10.1016/j.marpolbul.2026.119398

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