LSEnet: Lorentz Structural Entropy Neural Network for Deep Graph Clustering

L Sun, Z Huang, H Peng, Y Wang, C Liu… - arxiv preprint arxiv …, 2024 - arxiv.org
Graph clustering is a fundamental problem in machine learning. Deep learning methods
achieve the state-of-the-art results in recent years, but they still cannot work without …

DELTA: Dual Consistency Delving with Topological Uncertainty for Active Graph Domain Adaptation

P Wang, Y Cao, C Russell, S Heng, J Luo… - arxiv preprint arxiv …, 2024 - arxiv.org
Graph domain adaptation has recently enabled knowledge transfer across different graphs.
However, without the semantic information on target graphs, the performance on target …

GNN-based Anchor Embedding for Exact Subgraph Matching

B Yang, Z Zou, J Ye - arxiv preprint arxiv:2502.00031, 2025 - arxiv.org
Subgraph matching query is a classic problem in graph data management and has a variety
of real-world applications, such as discovering structures in biological or chemical networks …

Dynamic Subgraph Matching via Cost-Model-based Vertex Dominance Embeddings (Technical Report)

Y Ye, X Lian, N Zhang, M Chen - arxiv preprint arxiv:2407.16660, 2024 - arxiv.org
In many real-world applications such as social network analysis, knowledge graph
discovery, biological network analytics, and so on, graph data management has become …

GCLS: Towards Efficient Community Detection using Graph Contrastive Learning with Structure Semantics

Q Wen, Y Zhang, Y Ye, Y Zhou, N Zhang, X Lian… - arxiv preprint arxiv …, 2024 - arxiv.org
Due to powerful ability to learn representations from unlabeled graphs, graph contrastive
learning (GCL) has shown excellent performance in community detection tasks. Existing …

Graph Similarity Computation via Interpretable Neural Node Alignment

J Wang, H Zhu, H **e, FL Wang, X Xu… - arxiv preprint arxiv …, 2024 - arxiv.org
\Graph similarity computation is an essential task in many real-world graph-related
applications such as retrieving the similar drugs given a query chemical compound or …

[HTML][HTML] Categorical Multi-Query Subgraph Matching on Labeled Graph

Y Sun, X Chen, H Chen, R Qi, B Ning - Electronics, 2024 - mdpi.com
Subgraph matching stands as a fundamental issue within the research realm of graph
analysis. In this paper, we investigate a novel combinatorial problem that encompasses both …