"data valuation" Papers

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Efficient Top-m Data Values Identification for Data Selection

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

ICLR 2025poster

GMValuator: Similarity-based Data Valuation for Generative Models

Jiaxi Yang, Wenlong Deng, Benlin Liu et al.

ICLR 2025posterarXiv:2304.10701
2
citations

SAVA: Scalable Learning-Agnostic Data Valuation

Samuel Kessler, Tam Le, Vu Nguyen

ICLR 2025posterarXiv:2406.01130
1
citations

Distributionally Robust Data Valuation

Xiaoqiang Lin, Xinyi Xu, Zhaoxuan Wu et al.

ICML 2024poster

Rethinking Data Shapley for Data Selection Tasks: Misleads and Merits

Jiachen Wang, Tianji Yang, James Zou et al.

ICML 2024poster

Scaling Laws for the Value of Individual Data Points in Machine Learning

Ian Covert, Wenlong Ji, Tatsunori Hashimoto et al.

ICML 2024poster