most citedProbably Approximate Shapley Fairness with Applications in Machine Learning

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

collaborators

2 papers

cs.LG2022★ 1 cited

Probably Approximate Shapley Fairness with Applications in Machine Learning

Zijian Zhou, Xinyi Xu, Rachael Hwee Ling Sim +2

The Shapley value (SV) is adopted in various scenarios in machine learning (ML), including data valuation, agent valuation, and feature attribution, as it satisfies their fairness…

cs.LG2020

Collaborative Machine Learning with Incentive-Aware Model Rewards

Rachael Hwee Ling Sim, Yehong Zhang, Mun Choon Chan +1

Collaborative machine learning (ML) is an appealing paradigm to build high-quality ML models by training on the aggregated data from many parties. However, these parties are only w…