2025 "data valuation" Papers

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Conference

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Paper Type

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Efficient Top-m Data Values Identification for Data Selection

Xiaoqiang Lin, Xinyi Xu, See-Kiong Ng et al.

ICLR 2025poster

Faithful Group Shapley Value

Kiljae Lee, Ziqi Liu, Weijing Tang et al.

NeurIPS 2025posterarXiv:2505.19013

GMValuator: Similarity-based Data Valuation for Generative Models

Jiaxi Yang, Wenlong Deng, Benlin Liu et al.

ICLR 2025posterarXiv:2304.10701
2
citations

Influence Guided Context Selection for Effective Retrieval-Augmented Generation

Jiale Deng, Yanyan Shen, Ziyuan Pei et al.

NeurIPS 2025posterarXiv:2509.21359
1
citations

KAIROS: Scalable Model-Agnostic Data Valuation

Jiongli Zhu, Parjanya Prashant, Alex Cloninger et al.

NeurIPS 2025posterarXiv:2506.23799

Regression-adjusted Monte Carlo Estimators for Shapley Values and Probabilistic Values

R. Teal Witter, Yurong Liu, Christopher Musco

NeurIPS 2025posterarXiv:2506.11849
2
citations

SAVA: Scalable Learning-Agnostic Data Valuation

Samuel Kessler, Tam Le, Vu Nguyen

ICLR 2025posterarXiv:2406.01130
1
citations

Shapley-Based Data Valuation for Weighted $k$-Nearest Neighbors

Guangyi Zhang, Qiyu Liu, Aristides Gionis

NeurIPS 2025poster