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

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

30 August 2023

Jiachen T. Wang

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

13 / 13 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
Towards Data Valuation via Asymmetric Data Shapley Xi Zheng Xiangyu Chang Ruoxi Jia Yong Tan TDI FedML 44 1 0 01 Nov 2024
Targeted synthetic data generation for tabular data via hardness characterization Tommaso Ferracci Leonie Goldmann Anton Hinel Francesco Sanna Passino 135 0 0 01 Oct 2024
Data Shapley in One Training Run Jiachen T. Wang Prateek Mittal Dawn Song Ruoxi Jia TDI 42 7 0 16 Jun 2024
SAVA: Scalable Learning-Agnostic Data Valuation Samuel Kessler Tam Le Vu Nguyen TDI 61 0 0 03 Jun 2024
Rethinking Data Shapley for Data Selection Tasks: Misleads and Merits Jiachen T. Wang Tianji Yang James Zou Yongchan Kwon Ruoxi Jia TDI 38 9 0 06 May 2024
Thresholding Data Shapley for Data Cleansing Using Multi-Armed Bandits Hiroyuki Namba Shota Horiguchi Masaki Hamamoto Masashi Egi TDI 19 0 0 13 Feb 2024
Efficient Data Shapley for Weighted Nearest Neighbor Algorithms Jiachen T. Wang Prateek Mittal Ruoxi Jia TDI 48 5 0 20 Jan 2024
DU-Shapley: A Shapley Value Proxy for Efficient Dataset Valuation Felipe Garrido-Lucero Benjamin Heymann Maxime Vono P. Loiseau Vianney Perchet FedML TDI 42 3 0 03 Jun 2023
Data Banzhaf: A Robust Data Valuation Framework for Machine Learning Jiachen T. Wang R. Jia FedML TDI 52 94 0 30 May 2022
Improving Cooperative Game Theory-based Data Valuation via Data Utility Learning Tianhao Wang Yu Yang R. Jia TDI 36 12 0 13 Jul 2021
A Multilinear Sampling Algorithm to Estimate Shapley Values Ramin Okhrati Aldo Lipani TDI FAtt 75 38 0 22 Oct 2020
Mechanism Design in Large Games: Incentives and Privacy Michael Kearns Mallesh M. Pai Aaron Roth Jonathan R. Ullman 87 182 0 17 Jul 2012