Framework distinguishes historical, representation, measurement, aggregation, learning, evaluation, and deployment bias. These categories can overlap.
The evidence behind the guides
Sources
Find a study, check what it supports, and follow it back to a concern.
Sources for Label noise disparately distributed
2 sources
Guide citations are still under editorial review.Documentation questions cover composition, collection, time, uses, permissions, and maintenance. This is a documentation method, not proof of a particular dataset's defects.
Sources retain their original publishers’ rights. Inclusion does not imply endorsement. Saved sources stay in this browser on this device. Dates and source descriptions come from the existing editorial records.