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Graph Mining

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Showing 1–50 of 174 papers

TitleStatusHype
Differentially Private Densest-k-Subgraph—0
Scalable Substructure Discovery Algorithm For Homogeneous Multilayer Networks—0
Towards Unbiased Federated Graph Learning: Label and Topology Perspectives—0
Efficient Parallel Genetic Algorithm for Perturbed Substructure Optimization in Complex NetworkCode2
Large Language Models Meet Graph Neural Networks: A Perspective of Graph Mining—0
Enhancing Supply Chain Transparency in Emerging Economies Using Online Contents and LLMs—0
Towards Scalable and Deep Graph Neural Networks via Noise Masking—0
Correlation-Aware Graph Convolutional Networks for Multi-Label Node ClassificationCode1
Data-driven development of cycle prediction models for lithium metal batteries using multi modal mining—0
Web Scale Graph Mining for Cyber Threat Intelligence—0
Higher-Order GNNs Meet Efficiency: Sparse Sobolev Graph Neural NetworksCode0
Accurate and Fast Estimation of Temporal Motifs using Path SamplingCode0
Refining Wikidata Taxonomy using Large Language ModelsCode1
Towards Graph Prompt Learning: A Survey and Beyond—0
A Versatile Framework for Attributed Network Clustering via K-Nearest Neighbor AugmentationCode0
Covering a Graph with Dense Subgraph Families, via Triangle-Rich SetsCode0
When Heterophily Meets Heterogeneity: Challenges and a New Large-Scale Graph BenchmarkCode1
Is Your Large Language Model Knowledgeable or a Choices-Only Cheater?Code0
Unveiling Global Interactive Patterns across Graphs: Towards Interpretable Graph Neural NetworksCode0
Revisiting Modularity Maximization for Graph Clustering: A Contrastive Learning PerspectiveCode1
Toward Structure Fairness in Dynamic Graph Embedding: A Trend-aware Dual Debiasing ApproachCode0
Graph Mining under Data scarcity—0
Anomaly Detection in Dynamic Graphs: A Comprehensive Survey—0
Heterophilous Distribution Propagation for Graph Neural Networks—0
Revisiting the Message Passing in Heterophilous Graph Neural NetworksCode0
ChebMixer: Efficient Graph Representation Learning with MLP Mixer—0
MuseGraph: Graph-oriented Instruction Tuning of Large Language Models for Generic Graph Mining—0
OAG-Bench: A Human-Curated Benchmark for Academic Graph MiningCode1
Graph-Skeleton: ~1% Nodes are Sufficient to Represent Billion-Scale GraphCode0
Learning Attributed Graphlets: Predictive Graph Mining by Graphlets with Trainable Attribute—0
Introducing New Node Prediction in Graph Mining: Predicting All Links from Isolated Nodes with Graph Neural Networks—0
Deep Efficient Private Neighbor Generation for Subgraph Federated Learning—0
Fine-tuning Graph Neural Networks by Preserving Graph Generative PatternsCode1
DGCLUSTER: A Neural Framework for Attributed Graph Clustering via Modularity MaximizationCode1
When Graph Neural Network Meets Causality: Opportunities, Methodologies and An OutlookCode1
Cost Aware Untargeted Poisoning Attack against Graph Neural Networks,—0
User Modeling in the Era of Large Language Models: Current Research and Future DirectionsCode1
Variational Graph Autoencoder for Heterogeneous Information Networks with Missing and Inaccurate Attributes—0
Fast Graph Condensation with Structure-based Neural Tangent KernelCode0
KG-MDL: Mining Graph Patterns in Knowledge Graphs with the MDL Principle—0
Jaccard-constrained dense subgraph discovery—0
Independent Distribution Regularization for Private Graph EmbeddingCode0
Analysis of Insect-Plant Interactions Affected by Mining Operations, A Graph Mining Approach—0
Contrastive Meta-Learning for Few-shot Node ClassificationCode0
Fast Maximum k-Plex Algorithms Parameterized by Small Degeneracy GapsCode0
Graph-Aware Language Model Pre-Training on a Large Graph Corpus Can Help Multiple Graph Applications—0
GPT4Graph: Can Large Language Models Understand Graph Structured Data ? An Empirical Evaluation and BenchmarkingCode0
Connecting the Dots: What Graph-Based Text Representations Work Best for Text Classification Using Graph Neural Networks?Code0
PGB: A PubMed Graph Benchmark for Heterogeneous Network Representation LearningCode0
Transition Propagation Graph Neural Networks for Temporal NetworksCode0
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