entity · derived
Distribution shift
Derived node: assembled mechanically from the claims carrying distribution-shift. A roster, not an adjudicated definition.
Every claim under this term
- 4855607-004 : Deep learning models adapt to changes in data distribution far less readily than human learning does, which limits their reliability once the operating environment diverges from the training data.
- 5095633-010 : When a training dataset disproportionately represents one region or demographic group, the resulting model produces skewed and sometimes inappropriate outputs once deployed in unfamiliar settings.