A position paper framing the mismatch between uncertainty quantities and their intended scientific claims as 'construct drift,' and proposing trustworthiness axes for scientific ML.
Wiley Publications in Statistics, 1954
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
citation-role summary
background 1
citation-polarity summary
fields
cs.LG 1years
2025 1verdicts
CONDITIONAL 1roles
background 1polarities
unclear 1representative citing papers
citing papers explorer
-
On the Need to Align Intent and Implementation in Uncertainty Quantification for Machine Learning
A position paper framing the mismatch between uncertainty quantities and their intended scientific claims as 'construct drift,' and proposing trustworthiness axes for scientific ML.