2 papers
cs.GT2025
Towards Data Valuation via Asymmetric Data Shapley
Xi Zheng, Xiangyu Chang, Ruoxi Jia +1
As data emerges as a vital driver of technological and economic advancements, a key challenge is accurately quantifying its value in algorithmic decision-making. The Shapley value,…
cs.GT2025
Rethinking Data Value: Asymmetric Data Shapley for Structure-Aware Valuation in Data Markets and Machine Learning Pipelines
Xi Zheng, Yinghui Huang, Xiangyu Chang +2
Rigorous valuation of individual data sources is critical for fair compensation in data markets, informed data acquisition, and transparent development of ML/AI models. Classical D…