Threshold KNN-Shapley: A Linear-Time and Privacy-Friendly Approach to Data Valuation

30 August 2023

Papers citing "Threshold KNN-Shapley: A Linear-Time and Privacy-Friendly Approach to Data Valuation"

9 / 9 papers shown

Title
A Comprehensive Study of Shapley Value in Data Analytics Hong Lin Shixin Wan Zhongle Xie Ke Chen Meihui Zhang Lidan Shou Gang Chen 95 0 0 02 Dec 2024
Targeted synthetic data generation for tabular data via hardness characterization Tommaso Ferracci Leonie Goldmann Anton Hinel Francesco Sanna Passino 102 0 0 01 Oct 2024
Data Shapley in One Training Run Jiachen T. Wang Prateek Mittal Dawn Song Ruoxi Jia TDI 27 7 0 16 Jun 2024
SAVA: Scalable Learning-Agnostic Data Valuation Samuel Kessler Tam Le Vu Nguyen TDI 51 0 0 03 Jun 2024
DU-Shapley: A Shapley Value Proxy for Efficient Dataset Valuation Felipe Garrido-Lucero Benjamin Heymann Maxime Vono P. Loiseau Vianney Perchet FedML TDI 27 3 0 03 Jun 2023
Data Banzhaf: A Robust Data Valuation Framework for Machine Learning Jiachen T. Wang R. Jia FedML TDI 50 94 0 30 May 2022
Improving Cooperative Game Theory-based Data Valuation via Data Utility Learning Tianhao Wang Yu Yang R. Jia TDI 34 12 0 13 Jul 2021
A Multilinear Sampling Algorithm to Estimate Shapley Values Ramin Okhrati Aldo Lipani TDI FAtt 70 38 0 22 Oct 2020
Mechanism Design in Large Games: Incentives and Privacy Michael Kearns Mallesh M. Pai Aaron Roth Jonathan R. Ullman 80 182 0 17 Jul 2012