GMCoT：面向多标签零样本学习的图增强多模态思维链推理框架

温翔; 王皓波; 陈珂; 胡天磊; 陈刚

doi:10.1631/FITEE.2500429

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GMCoT：面向多标签零样本学习的图增强多模态思维链推理框架

常规文章 | Updated：2026-01-12

- GMCoT：面向多标签零样本学习的图增强多模态思维链推理框架
  Enhanced Publication
- GMCoT: a graph-augmented multimodal chain-of-thought reasoning framework for multi-label zero-shot learning
- “在多标签零样本学习领域，提出了一种图形增强的多模式思想链推理方法。专家建立了GMCoT系统，为解决多标签预测中的挑战提供了解决方案。”
- Frontiers of Information Technology & Electronic Engineering 2025年26卷第12期页码：2623-2637
- Affiliations：
  
  1.State Key Laboratory of Blockchain and Data Security, Zhejiang University, Hangzhou 310027, China
  2.Hangzhou High-Tech Zone (Binjiang) Institute of Blockchain and Data Security, Zhejiang University, Hangzhou 310027, China
  3.School of Software Technology, Zhejiang University, Hangzhou 310027, China
- Author bio：
  
  E-mail: wenxiang@zju.edu.cn
  ‡ Corresponding author
- Funds：
  
  Key R&D Program of Zhejiang Province(2024C01021);National Regional Innovation and Development Joint Fund of China(U24A20254);Leading Talents of Technological Innovation Program of Zhejiang Province(2023R5214)
- DOI：10.1631/FITEE.2500429
  中图分类号： TP18
- 收稿：2025-06-23，
  
  修回：2025-12-02，
  
  纸质出版：2025-12
- Accepted：
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温翔, 王皓波, 陈珂, 等. GMCoT：面向多标签零样本学习的图增强多模态思维链推理框架[J]. Frontiers of Information Technology & Electronic Engineering, 2025,26(12):2623-2637.

Xiang WEN, Haobo WANG, Ke CHEN, et al. GMCoT: a graph-augmented multimodal chain-of-thought reasoning framework for multi-label zero-shot learning[J]. Frontiers of Information Technology & Electronic Engineering, 2025, 26(12): 2623-2637.
温翔, 王皓波, 陈珂, 等. GMCoT：面向多标签零样本学习的图增强多模态思维链推理框架[J]. Frontiers of Information Technology & Electronic Engineering, 2025,26(12):2623-2637. DOI： 10.1631/FITEE.2500429.

Xiang WEN, Haobo WANG, Ke CHEN, et al. GMCoT: a graph-augmented multimodal chain-of-thought reasoning framework for multi-label zero-shot learning[J]. Frontiers of Information Technology & Electronic Engineering, 2025, 26(12): 2623-2637. DOI： 10.1631/FITEE.2500429.

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GMCoT：面向多标签零样本学习的图增强多模态思维链推理框架

GMCoT: a graph-augmented multimodal chain-of-thought reasoning framework for multi-label zero-shot learning

DOI：10.1631/FITEE.2500429