"data selection" Papers
14 papers found
Conference
A CLIP-Powered Framework for Robust and Generalizable Data Selection
Suorong Yang, Peng Ye, Wanli Ouyang et al.
ICLR 2025arXiv:2410.11215
17
citations
Computational Budget Should Be Considered in Data Selection
Weilin Wan, Weizhong Zhang, Cheng Jin
NEURIPS 2025arXiv:2510.16806
Efficient Top-m Data Values Identification for Data Selection
Xiaoqiang Lin, Xinyi Xu, See-Kiong Ng et al.
ICLR 2025
Enhancing Multilingual LLM Pretraining with Model-Based Data Selection
Bettina Messmer, Vinko Sabolčec, Martin Jaggi
NEURIPS 2025arXiv:2502.10361
12
citations
Graph Data Selection for Domain Adaptation: A Model-Free Approach
Ting-Wei Li, Ruizhong Qiu, Hanghang Tong
NEURIPS 2025arXiv:2505.17293
5
citations
Group-Level Data Selection for Efficient Pretraining
Zichun Yu, Fei Peng, Jie Lei et al.
NEURIPS 2025arXiv:2502.14709
2
citations
Reinforcement Learning-Guided Data Selection via Redundancy Assessment
Suorong Yang, Peijia Li, Furao Shen et al.
ICCV 2025arXiv:2506.21037
1
citations
The Best Instruction-Tuning Data are Those That Fit
Dylan Zhang, Qirun Dai, Hao Peng
NEURIPS 2025spotlightarXiv:2502.04194
23
citations
T-SHIRT: Token-Selective Hierarchical Data Selection for Instruction Tuning
Yanjun Fu, Faisal Hamman, Sanghamitra Dutta
NEURIPS 2025arXiv:2506.01317
7
citations
Dataset Growth
Ziheng Qin, zhaopan xu, YuKun Zhou et al.
ECCV 2024arXiv:2405.18347
4
citations
Dynamic Data Selection for Efficient SSL via Coarse-to-Fine Refinement
Aditay Tripathi, Pradeep Shenoy, Anirban Chakraborty
ECCV 2024
3
citations
Generative Active Learning for Long-tailed Instance Segmentation
Muzhi Zhu, Chengxiang Fan, Hao Chen et al.
ICML 2024arXiv:2406.02435
8
citations
LESS: Selecting Influential Data for Targeted Instruction Tuning
Mengzhou Xia, Sadhika Malladi, Suchin Gururangan et al.
ICML 2024arXiv:2402.04333
400
citations
Rethinking Data Shapley for Data Selection Tasks: Misleads and Merits
Jiachen Wang, Tianji Yang, James Zou et al.
ICML 2024arXiv:2405.03875
23
citations