Shuman Zhuang

4 papers · 2025–2026 · 2 venues · across top CS/AI venues

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Achievements

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🌍 Conference Polyglot · Bronze 🗺️ Taxonomy Completionist (10)

Venues

AAAI (2) IJCAI (2)

Top co-authors

zhihao wu (3) Ximeng Liu (2) Lele Fu (2) Hong-Ning Dai (2) Sujia Huang (1) Zhen Cui (1) Yuhong Chen (1) Zhaoliang Chen (1) Wei Huang (1) Yide Qiu (1)

Research topics

Deep Learning (4) Machine Learning (4) Architectures (4) Core Methods (3) Learning Types · Machine Learning (3) Learning Types · Deep Learning (2) Application Areas (1) Models (1)

Keywords

graph neural network (3) contrastive learning (2) graph contrastive learning (2) multi-view learning (2) representation learning (2) semantic alignment (1) graph representation (1) generalization bound (1) diffusion model (1) node classification (1) federated graph learning (1) graph augmentation (1) consistency learning (1) neighborhood contrastive (1) multi-view graph (1) target-oriented learning (1) multi-view graph neural network (1) neighborhood contrastive learning (1) neighborhood contrast (1) graph harmonization (1)

Papers

Prior Refinement Is Better: Diffusion-Driven Graph Harmonization for Federated Graph Learning AAAI 2026 Going Beyond Consistency: Target-oriented Multi-view Graph Neural Network IJCAI 2025 Refine then Classify: Robust Graph Neural Networks with Reliable Neighborhood Contrastive Refinement AAAI 2025 Strategy-Architecture Synergy: A Multi-View Graph Contrastive Paradigm for Consistent Representations IJCAI 2025