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An Interpretable Deep Unfolding Framework for Multi-view Representation Learning

delete2026-02-17
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PRE
AI
S
Shide Du
Z
Zhenghong Lin
Z
Zihan Fang
Y
Yiqing Shi
王
王石平 (Shiping Wang)
DOI:10.1016/j.inffus.2026.104242delete
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Abstract

Abstract

En 中文
• Propose an interpretable deep unfolding framework for multi-view representation learning • Ensure four key properties: consistency, topology, diversity, and complementarity • Derive interpretable networks by unfolding property-driven iterative solutions
Keywords:
Interpretable deep unfolding
Multi-view representation learning
Iterative solutions
Consistency
Complementarity

Journal

Information Fusion cover
Information Fusion
IF:
15.5
Papers:
4.2K
Citations:
2.7W

Organization

F
Fujian Normal University
Scholars:
1.2W
Papers: 8.0K
Citations: 1.3W
F
fuzhou university
Scholars:
3.3W
Papers: 2.1W
Citations: 31
Cited Papers

Cited Papers

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A Lightweight Deep Exclusion Unfolding Network for Single Image Reflection Removal
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Fast Parameter-Free Multi-View Subspace Clustering With Consensus Anchor Guidance
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Scalable and Structural Multi-View Graph Clustering With Adaptive Anchor Fusion
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Multiview Consensus Graph Clustering
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PREAI
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Dual-Driven Cross-Modal Contrastive Hashing Retrieval Network Via Structural Feature and Semantic Information
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errHuang, Cheng; Liu, Wenzhe; Wang, Jinghua; Cui, Jinrong; Wen, Jie
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Differentiable Bi-Sparse Multi-View Co-Clustering
err2021-01-01
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errShide Du; Zhanghui Liu; Zhaoliang Chen; Wenyuan Yang; Shiping Wang
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