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cs.GT2025★ 1 cited
Rethinking Data Value: Asymmetric Data Shapley for Structure-Aware Valuation in AI Model Markets
Xi Zheng, Yinghui Huang, Xiangyu Chang +2
Modern AI model markets assemble models from heterogeneous pipeline contributions, including raw data, derivative data, and data-related services, whose value can depend on upstrea…
cs.GT2024
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,…