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Qiyu Liu

2 accepted papers

2025

Localized Data Shapley: Accelerating Valuation for Nearest Neighbor Algorithms

NeurIPS 2025poster

Data Shapley values provide a principled approach for quantifying the contribution of individual training examples to machine learning models. However, computing these values often requires computational complexity that is exponential in the data size, and this has led researchers to pursue efficien…

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