activity
20222025
most citedRethinking Data Value: Asymmetric Data Shapley for Structure-Aware Valuation in Data Markets and Machine Learning Pipelines

1 citations · 2 across the 5 of their papers we have counts for

collaborators
Showing cs.GTShow all

2 papers · 1 filter

cs.GT2025★ 1 cited

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…

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,…