Cumulative creator group evolution ?Shows cumulative exposure over model iterations for creator groups. The y-axis can show either exposure share or exposure bias against the selected target proportion.cumulative exposure over iterations
Intersectional Exposure Matrix ?Exposure is the normalized top-k attention assigned to creators. Each recommendation contributes 1/log2(rank+1); values are summed and divided by the total exposure in the selected iteration.countries across x, gender down y; neutral bars show catalog, training, exposureunderovercatalogtrainingrec.
Creator Exposure Graph ?Positions creators by training popularity and normalized recommendation exposure. Right-click creator marks to add them to the intervention exclude list.popularity baseline versus recommendation exposuresize = exposure
User Group Builder
Intersectional Exposure Matrix ?Compares created creator groups with created user groups. Filled circles encode observed cumulative exposure share; black rings encode the user-cohort target proportion.creator color, user pattern; point size = cumulative exposure sharefill exposure / ring target
User Popularity Plot ?Places user cohorts by selectable user-side metrics for the currently focused creator group. Activity and train popularity are averaged within each user group.depends on selected creator group and user cohortsize = exposure
Cumulative Exposure per User Group ?Tracks either cumulative exposure share or cumulative exposure bias for user cohorts conditioned on the active creator group.depends on selected creator group and user cohortsize = exposure