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OpenDataVal: a Unified Benchmark for Data Valuation

OpenDataVal: a Unified Benchmark for Data Valuation

18 June 2023
Kevin Jiang
Weixin Liang
James Zou
Yongchan Kwon
    FedML
ArXivPDFHTML

Papers citing "OpenDataVal: a Unified Benchmark for Data Valuation"

12 / 12 papers shown
Title
FRIDA: Free-Rider Detection using Privacy Attacks
FRIDA: Free-Rider Detection using Privacy Attacks
Pol G. Recasens
Ádám Horváth
Alberto Gutierrez-Torre
Jordi Torres
Josep Ll. Berral
Balázs Pejó
FedML
38
0
0
07 Oct 2024
$\texttt{dattri}$: A Library for Efficient Data Attribution
dattri\texttt{dattri}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
42
3
0
06 Oct 2024
Targeted synthetic data generation for tabular data via hardness characterization
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
Adversarial Attacks on Data Attribution
Adversarial Attacks on Data Attribution
Xinhe Wang
Pingbang Hu
Junwei Deng
Jiaqi W. Ma
TDI
68
0
0
09 Sep 2024
CHG Shapley: Efficient Data Valuation and Selection towards Trustworthy Machine Learning
CHG Shapley: Efficient Data Valuation and Selection towards Trustworthy Machine Learning
Huaiguang Cai
FedML
TDI
66
1
0
17 Jun 2024
Data Shapley in One Training Run
Data Shapley in One Training Run
Jiachen T. Wang
Prateek Mittal
Dawn Song
Ruoxi Jia
TDI
50
7
0
16 Jun 2024
Data Measurements for Decentralized Data Markets
Data Measurements for Decentralized Data Markets
Charles Lu
Mohammad Mohammadi Amiri
Ramesh Raskar
FedML
50
5
0
06 Jun 2024
SAVA: Scalable Learning-Agnostic Data Valuation
SAVA: Scalable Learning-Agnostic Data Valuation
Samuel Kessler
Tam Le
Vu Nguyen
TDI
66
0
0
03 Jun 2024
Data Valuation by Leveraging Global and Local Statistical Information
Data Valuation by Leveraging Global and Local Statistical Information
Xiaoling Zhou
Ou Wu
Michael K. Ng
Hao Jiang
TDI
30
0
0
23 May 2024
DU-Shapley: A Shapley Value Proxy for Efficient Dataset Valuation
DU-Shapley: A Shapley Value Proxy for Efficient Dataset Valuation
Felipe Garrido-Lucero
Benjamin Heymann
Maxime Vono
P. Loiseau
Vianney Perchet
FedML
TDI
47
3
0
03 Jun 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
54
94
0
30 May 2022
Collaborative Machine Learning with Incentive-Aware Model Rewards
Collaborative Machine Learning with Incentive-Aware Model Rewards
Rachael Hwee Ling Sim
Yehong Zhang
M. Chan
Hsiang Low
FedML
117
123
0
24 Oct 2020
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