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

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

Huaiguang Cai
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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
LossVal: Efficient Data Valuation for Neural Networks
Tim Wibiral
Mohamed Karim Belaid
Maximilian Rabus
Ansgar Scherp
TDI
92
0
0
05 Dec 2024
Efficient Data Shapley for Weighted Nearest Neighbor Algorithms
Efficient Data Shapley for Weighted Nearest Neighbor Algorithms
Jiachen T. Wang
Prateek Mittal
Ruoxi Jia
TDI
46
5
0
20 Jan 2024
OpenDataVal: a Unified Benchmark for Data Valuation
OpenDataVal: a Unified Benchmark for Data Valuation
Kevin Jiang
Weixin Liang
James Zou
Yongchan Kwon
FedML
51
34
0
18 Jun 2023
InfoBatch: Lossless Training Speed Up by Unbiased Dynamic Data Pruning
InfoBatch: Lossless Training Speed Up by Unbiased Dynamic Data Pruning
Ziheng Qin
Kaidi Wang
Zangwei Zheng
Jianyang Gu
Xiang Peng
...
Daquan Zhou
Lei Shang
Baigui Sun
Xuansong Xie
Yang You
127
47
0
08 Mar 2023
Data Banzhaf: A Robust Data Valuation Framework for Machine Learning
Data Banzhaf: A Robust Data Valuation Framework for Machine Learning
Jiachen T. Wang
R. Jia
FedML
TDI
52
94
0
30 May 2022
Dataset Pruning: Reducing Training Data by Examining Generalization Influence
Dataset Pruning: Reducing Training Data by Examining Generalization Influence
Shuo Yang
Zeke Xie
Hanyu Peng
Minjing Xu
Mingming Sun
P. Li
DD
152
106
0
19 May 2022
GRAD-MATCH: Gradient Matching based Data Subset Selection for Efficient Deep Model Training
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
91
188
0
27 Feb 2021