Rethinking Data Shapley for Data Selection Tasks: Misleads and Merits

Rethinking Data Shapley for Data Selection Tasks: Misleads and Merits

6 May 2024

Jiachen T. Wang

Papers citing "Rethinking Data Shapley for Data Selection Tasks: Misleads and Merits"

13 / 13 papers shown

Title
How to safely discard features based on aggregate SHAP values Robi Bhattacharjee Karolin Frohnapfel U. V. Luxburg TDI FAtt 63 0 0 29 Mar 2025
On the Impact of the Utility in Semivalue-based Data Valuation Mélissa Tamine Benjamin Heymann P. Loiseau Maxime Vono TDI 83 0 0 10 Feb 2025
A Comprehensive Study of Shapley Value in Data Analytics Hong Lin Shixin Wan Zhongle Xie Ke Chen Meihui Zhang Lidan Shou Gang Chen 90 0 0 02 Dec 2024
Adaptive Data Optimization: Dynamic Sample Selection with Scaling Laws Yiding Jiang Allan Zhou Zhili Feng Sadhika Malladi J. Zico Kolter 39 15 0 15 Oct 2024
$$\texttt{dattri}$: A Library for Efficient Data Attribution$ $\texttt{dattri}$ : A Library for Efficient Data Attribution Junwei Deng Ting-Wei Li Shiyuan Zhang Shixuan Liu Yijun Pan Hao Huang Xinhe Wang Pingbang Hu Xingjian Zhang Jiaqi W. Ma TDI 21 3 0 06 Oct 2024
2D-OOB: Attributing Data Contribution through Joint Valuation Framework Yifan Sun Jingyan Shen Yongchan Kwon TDI 35 1 0 07 Aug 2024
Efficient Data Shapley for Weighted Nearest Neighbor Algorithms Jiachen T. Wang Prateek Mittal Ruoxi Jia TDI 41 5 0 20 Jan 2024
Prompt Valuation Based on Shapley Values Hanxi Liu Xiaokai Mao Haocheng Xia Jian Lou Jinfei Liu 16 4 0 24 Dec 2023
OpenDataVal: a Unified Benchmark for Data Valuation Kevin Jiang Weixin Liang James Y. Zou Yongchan Kwon FedML 42 34 0 18 Jun 2023
Simfluence: Modeling the Influence of Individual Training Examples by Simulating Training Runs Kelvin Guu Albert Webson Ellie Pavlick Lucas Dixon Ian Tenney Tolga Bolukbasi TDI 66 33 0 14 Mar 2023
Understanding Influence Functions and Datamodels via Harmonic Analysis Nikunj Saunshi Arushi Gupta M. Braverman Sanjeev Arora TDI 52 17 0 03 Oct 2022
Data Banzhaf: A Robust Data Valuation Framework for Machine Learning Jiachen T. Wang R. Jia FedML TDI 50 94 0 30 May 2022
Collaborative Machine Learning with Incentive-Aware Model Rewards Rachael Hwee Ling Sim Yehong Zhang M. Chan Hsiang Low FedML 109 123 0 24 Oct 2020