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Contra2: A one-step active learning method for imbalanced graphs

delete2025-10-10
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PRE
AI
W
Wenjie Yang
S
Shengzhong Zhang
J
Jiaxing Guo
Z
Zengfeng Huang *
DOI:10.1016/j.artint.2025.104439delete
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Abstract

Abstract

En 中文
• We study a challenging problem: One-step active learning on imbalanced graphs. • We propose Contra2, which reduces the imbalance ratio using edge contraction. • We theoretically demonstrate that our method improves the balance of the graph. • Experiments on real-world graphs demonstrate the effectiveness of our approach.

Journal

A
Artificial Intelligence
IF:
4.6
Papers:
75
Citations:
1

Organization

F
fudan university
Scholars:
11.6W
Papers: 7.7W
Citations: 121
N
Nanjing University of Aeronautics and Astronautics
Scholars:
7.4K
Papers: 3.1K
Citations: 2.4W