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Graph Neural Networks

4495 directly classified papers

Papers per year

Papers

HiTuner: Hierarchical Semantic Fusion Model Fine-Tuning on Text-Attributed Graphs IJCAI 2025
fairGNN-WOD: Fair Graph Learning Without Complete Demographics IJCAI 2025
The Graph’s Apprentice: Teaching an LLM Low-Level Knowledge for Circuit Quality Estimation IJCAI 2025
Explainable Graph Neural Networks via Structural Externalities IJCAI 2025
HyperDet: Source Detection in Hypergraphs via Interactive Relationship Construction and Feature-rich Attention Fusion IJCAI 2025
Adaptive Graph Unlearning IJCAI 2025
THGNets: Constrained Temporal Hypergraphs and Graph Neural Networks in Hyperbolic Space for Information Diffusion Prediction AAAI 2025
Efficient Dynamic Graphs Learning with Refined Batch Parallel Training IJCAI 2025
HygMap: Representing All Types of Map Entities via Heterogeneous Hypergraph IJCAI 2025
NeuBM: Mitigating Model Bias in Graph Neural Networks Through Neutral Input Calibration IJCAI 2025
Unified Graph Neural Networks Pre-training for Multi-domain Graphs AAAI 2025
NAAST-GNN: Neighborhood Adaptive Aggregation and Spectral Tuning for Graph Anomaly Detection IJCAI 2025
Context-aware Graph Neural Network for Graph-based Fraud Detection with Extremely Limited Labels AAAI 2025
MaskDGNN: Self-Supervised Dynamic Graph Neural Networks with Activeness-aware Temporal Masking IJCAI 2025
Trust-GRS: A Trustworthy Training Framework for Graph Neural Network Based Recommender Systems Against Shilling Attacks AAAI 2025
Aggregation Mechanism Based Graph Heterogeneous Networks Distillation IJCAI 2025
FairGP: A Scalable and Fair Graph Transformer Using Graph Partitioning AAAI 2025
OS-GCL: A One-Shot Learner in Graph Contrastive Learning IJCAI 2025
LS-TGNN: Long and Short-Term Temporal Graph Neural Network for Session-Based Recommendation AAAI 2025
HGMP: Heterogeneous Graph Multi-Task Prompt Learning IJCAI 2025
Federated Multi-view Graph Clustering with Incomplete Attribute Imputation IJCAI 2025
Representation Learning with Mutual Influence of Modalities for Node Classification in Multi-Modal Heterogeneous Networks IJCAI 2025
Graph Coarsening via Supervised Granular-Ball for Scalable Graph Neural Network Training AAAI 2025
Topology-Aware Gated Graph Neural Network for Social Bot Detection IJCNLP 2025
Towards Database-Free Text-to-SQL Evaluation: A Graph-Based Metric for Functional Correctness COLING 2025