CHG Shapley: Efficient Data Valuation and Selection towards Trustworthy Machine Learning

CHG Shapley: Efficient Data Valuation and Selection towards Trustworthy Machine Learning

17 June 2024

Huaiguang Cai

Papers citing "CHG Shapley: Efficient Data Valuation and Selection towards Trustworthy Machine Learning"

7 / 7 papers shown

Title
LossVal: Efficient Data Valuation for Neural Networks Tim Wibiral Mohamed Karim Belaid Maximilian Rabus Ansgar Scherp TDI 85 0 0 05 Dec 2024
Efficient Data Shapley for Weighted Nearest Neighbor Algorithms Jiachen T. Wang Prateek Mittal Ruoxi Jia TDI 28 4 0 20 Jan 2024
OpenDataVal: a Unified Benchmark for Data Valuation Kevin Jiang Weixin Liang James Y. Zou Yongchan Kwon FedML 34 23 0 18 Jun 2023
InfoBatch: Lossless Training Speed Up by Unbiased Dynamic Data Pruning Ziheng Qin K. Wang Zangwei Zheng Jianyang Gu Xiang Peng ... Daquan Zhou Lei Shang Baigui Sun Xuansong Xie Yang You 102 44 0 08 Mar 2023
Data Banzhaf: A Robust Data Valuation Framework for Machine Learning Jiachen T. Wang R. Jia FedML TDI 34 52 0 30 May 2022
Dataset Pruning: Reducing Training Data by Examining Generalization Influence Shuo Yang Zeke Xie Hanyu Peng Minjing Xu Mingming Sun P. Li DD 132 70 0 19 May 2022
GRAD-MATCH: Gradient Matching based Data Subset Selection for Efficient Deep Model Training Krishnateja Killamsetty D. Sivasubramanian Ganesh Ramakrishnan A. De Rishabh K. Iyer OOD 73 184 0 27 Feb 2021