KAIROS derives a closed-form Maximum Mean Discrepancy influence score that approximates leave-one-out data rankings and detects noise, mislabels, and backdoors without retraining.
Official Journal of the European Union L 2024/1689, 12 July 2024, July 2024
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KAIROS: Scalable Model-Agnostic Data Valuation
KAIROS derives a closed-form Maximum Mean Discrepancy influence score that approximates leave-one-out data rankings and detects noise, mislabels, and backdoors without retraining.