2025
KAIROS: Scalable Model-Agnostic Data Valuation
NeurIPS 2025poster
Data valuation techniques quantify each training example's contribution to model performance, providing a principled basis for data cleaning, acquisition, and selection. Existing valuation methods remain inadequate: \emph{model-based} techniques depend on a single fitted model and inherit its biases…