Local Shapley: Model-Induced Locality and Optimal Reuse in Data Valuation

Researchers propose Local Shapley, a new method that dramatically reduces computational complexity in data valuation by focusing only on training data points that actually influence specific predictions. The approach achieves substantial speedups while maintaining accuracy by leveraging model-induced locality properties.