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CoRe: Learning compact representation with prior-guided initialization

delete2026-01-09
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PRE
AI
Y
Yu Song
J
Junshan Xie
J
Jing Zhang
张
张世华 (Shihua Zhang)
D
Deyu Meng
杨晓辉 cover
杨晓辉 (Xiaohui Yang)
L
Lili Yang
DOI:10.1016/j.patcog.2026.113040delete
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Abstract

Abstract

En 中文
• A prior-guided initialization is developed to accurately estimate compact representations and preserve information. • Reveals residual designs as CoRe module special cases, offering insight into residual efficacy. • Each component maps to CoRe method, making CoRe module traceable. • CoRe module adapts flexibly to diverse architectures and tasks. • CoRe can replace components without extra parameters or add with minimal overhead.

Journal

Pattern Recognition cover
Pattern Recognition
IF:
7.6
Papers:
1.3W
Citations:
4.5W

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H
Henan University
Scholars:
2.0K
Papers: 658
Citations: 4
X
xi'an jiaotong university
Scholars:
9.3W
Papers: 6.7W
Citations: 75
W
Wuhan University
Scholars:
5.0K
Papers: 1.7K
Citations: 10.0W
S
Southern University of Science and Technology
Scholars:
5.2K
Papers: 2.1K
Citations: 34
C
Chinese Academy of Sciences
Scholars:
3.9W
Papers: 1.5W
Citations: 58.4W
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