"data valuation" Papers
13 papers found
Conference
DataRater: Meta-Learned Dataset Curation
Dan Andrei Calian, Greg Farquhar, Iurii Kemaev et al.
NEURIPS 2025arXiv:2505.17895
7
citations
DATE-LM: Benchmarking Data Attribution Evaluation for Large Language Models
Cathy Jiao, Yijun Pan, Emily Xiao et al.
NEURIPS 2025arXiv:2507.09424
Efficient Top-m Data Values Identification for Data Selection
Xiaoqiang Lin, Xinyi Xu, See-Kiong Ng et al.
ICLR 2025
Faithful Group Shapley Value
Kiljae Lee, Ziqi Liu, Weijing Tang et al.
NEURIPS 2025arXiv:2505.19013
2
citations
GMValuator: Similarity-based Data Valuation for Generative Models
Jiaxi Yang, Wenlong Deng, Benlin Liu et al.
ICLR 2025arXiv:2304.10701
3
citations
Influence Guided Context Selection for Effective Retrieval-Augmented Generation
Jiale Deng, Yanyan Shen, Ziyuan Pei et al.
NEURIPS 2025arXiv:2509.21359
2
citations
KAIROS: Scalable Model-Agnostic Data Valuation
Jiongli Zhu, Parjanya Prashant, Alex Cloninger et al.
NEURIPS 2025arXiv:2506.23799
Regression-adjusted Monte Carlo Estimators for Shapley Values and Probabilistic Values
R. Teal Witter, Yurong Liu, Christopher Musco
NEURIPS 2025arXiv:2506.11849
4
citations
SAVA: Scalable Learning-Agnostic Data Valuation
Samuel Kessler, Tam Le, Vu Nguyen
ICLR 2025arXiv:2406.01130
1
citations
Shapley-Based Data Valuation for Weighted $k$-Nearest Neighbors
Guangyi Zhang, Qiyu Liu, Aristides Gionis
NEURIPS 2025
Distributionally Robust Data Valuation
Xiaoqiang Lin, Xinyi Xu, Zhaoxuan Wu et al.
ICML 2024
Rethinking Data Shapley for Data Selection Tasks: Misleads and Merits
Jiachen Wang, Tianji Yang, James Zou et al.
ICML 2024arXiv:2405.03875
23
citations
Scaling Laws for the Value of Individual Data Points in Machine Learning
Ian Covert, Wenlong Ji, Tatsunori Hashimoto et al.
ICML 2024arXiv:2405.20456
11
citations