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Mastering Collaborative Multi-modal Data Selection: A Focus on Informativeness, Uniqueness, and Representativeness
9 December 2024
Qifan Yu
Zhebei Shen
Zhongqi Yue
Yang Wu
Wenqiao Zhang
Yunfei Li
Juncheng Li
Siliang Tang
Siliang Tang
Yueting Zhuang
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Papers citing
"Mastering Collaborative Multi-modal Data Selection: A Focus on Informativeness, Uniqueness, and Representativeness"
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-AttnMask: Attention-Guided Masked Hidden States for Efficient Data Selection and Augmentation
Jucheng Hu
Suorong Yang
Dongzhan Zhou
200
0
0
08 Aug 2025
SoTA with Less: MCTS-Guided Sample Selection for Data-Efficient Visual Reasoning Self-Improvement
Xinze Wang
Zhiyong Yang
Chao Feng
Hongjin Lu
Linjie Li
Chung-Ching Lin
Kevin Qinghong Lin
Furong Huang
Lijuan Wang
OODD
ReLM
LRM
VLM
690
112
0
10 Apr 2025
PRISM: Self-Pruning Intrinsic Selection Method for Training-Free Multimodal Data Selection
Jinhe Bi
Yifan Wang
Danqi Yan
Aniri
Wenke Huang
...
Xun Xiao
Hinrich Schuetze
Volker Tresp
Yunpu Ma
Yunpu Ma
VLM
648
32
0
17 Feb 2025
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