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Graph Neural Networks

4495 directly classified papers

Papers per year

Papers

Query-Based and Unnoticeable Graph Injection Attack from Neighborhood Perspective IJCAI 2025
Representation Learning with Mutual Influence of Modalities for Node Classification in Multi-Modal Heterogeneous Networks IJCAI 2025
Learning Complex Heterogeneous Multimodal Fake News via Social Latent Network Inference AAAI 2025
M²N: A Progressive Macro-to-Micro 3D Modeling Scheme for Unveiling Drug-Target Affinity AAAI 2025
Text-Attributed Graph Learning with Coupled Augmentations COLING 2025
Can LLMs Convert Graphs to Text-Attributed Graphs? NAACL 2025
Automated Decision-Making on Networks with LLMs through Knowledge-Guided Evolution IJCAI 2025
HGMP: Heterogeneous Graph Multi-Task Prompt Learning IJCAI 2025
OS-GCL: A One-Shot Learner in Graph Contrastive Learning IJCAI 2025
Hypergraph Attacks via Injecting Homogeneous Nodes into Elite Hyperedges AAAI 2025
Aggregation Mechanism Based Graph Heterogeneous Networks Distillation IJCAI 2025
MaskDGNN: Self-Supervised Dynamic Graph Neural Networks with Activeness-aware Temporal Masking IJCAI 2025
HHAN: Comprehensive Infectious Disease Source Tracing via Heterogeneous Hypergraph Neural Network AAAI 2025
Knowledge Graph Pooling and Unpooling for Concept Abstraction COLING 2025
NAAST-GNN: Neighborhood Adaptive Aggregation and Spectral Tuning for Graph Anomaly Detection IJCAI 2025
NeuBM: Mitigating Model Bias in Graph Neural Networks Through Neutral Input Calibration IJCAI 2025
Rumor Detection on Social Media with Temporal Propagation Structure Optimization COLING 2025
Efficient Dynamic Graphs Learning with Refined Batch Parallel Training IJCAI 2025
Adaptive Graph Unlearning IJCAI 2025
MOL-Mamba: Enhancing Molecular Representation with Structural & Electronic Insights AAAI 2025
Towards Database-Free Text-to-SQL Evaluation: A Graph-Based Metric for Functional Correctness COLING 2025
Edge-free but Structure-aware: Prototype-Guided Knowledge Distillation from GNNs to MLPs COLING 2025
Explainable Graph Neural Networks via Structural Externalities IJCAI 2025
fairGNN-WOD: Fair Graph Learning Without Complete Demographics IJCAI 2025
Multi-Graph Co-Training for Capturing User Intent in Session-based Recommendation COLING 2025