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CSGO: Constrained-softassign gradient optimization for large graph matching

delete2026-02-17
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PRE
AI
B
Binrui Shen
Q
Qiang Niu
S
Shengxin Zhu
DOI:10.1016/j.patcog.2026.113329delete
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Abstract

Abstract

En 中文
• A warm-start strategy. • Robustness to scaling and shifting changes on local information and global structure. • Automatic step size tuning that ensures algorithmic convergence while improving efficiency and accuracy. • A scalable softassign that scales well with increasing numbers of nodes.
Keywords:
warm-start strategy
robustness
automatic step size tuning
scalable softassign
graph matching

Journal

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

Organization

B
Beijing Normal University
Scholars:
3.3W
Papers: 2.7W
Citations: 4.2W
X
Xian Jiaotong Liverpool University
Scholars:
202
Papers: 93
Citations: 0
Cited Papers

Cited Papers

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errRainer E. Burkard; Stefan E. Karisch; Franz Rendl
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errZhang, Yuxuan; Li, Yuanxiang; Wei, Xian; Yang, Yongsheng; Liu, Lei; Murphey, Yi Lu
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SEGMN: A structure-enhanced graph matching network for graph similarity learning
err2025-10-08
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PREAI
errWenjun Wang; Jiacheng Lu; Kejia Chen; Zheng Liu; Shilong Sang
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The Quadratic Assignment Problem
err1963-07-01
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PREAI
errEugene L. Lawler
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