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Graph Neural Networks

4495 directly classified papers

Papers per year

Papers

EmoDynamiX: Emotional Support Dialogue Strategy Prediction by Modelling MiXed Emotions and Discourse Dynamics NAACL 2025
HA-SCN: Learning Hierarchical Aligned Subtree Convolutional Networks for Graph Classification IJCAI 2025
A Deep Probabilistic Framework for Continuous Time Dynamic Graph Generation AAAI 2025
Heterogeneous Temporal Hypergraph Neural Network IJCAI 2025
Normalize Then Propagate: Efficient Homophilous Regularization for Few-Shot Semi-Supervised Node Classification AAAI 2025
Subgraph Aggregation for Out-of-Distribution Generalization on Graphs AAAI 2025
Higher Order Structures for Graph Explanations AAAI 2025
Can dependency parses facilitate generalization in language models? A case study of cross-lingual relation extraction NAACL 2025
Asymmetric Learning for Spectral Graph Neural Networks AAAI 2025
CFiCS: Graph-Based Classification of Common Factors and Microcounseling Skills NAACL 2025
Integrating Semantic and Statistical Features for Authorial Clustering of Qumran Scrolls NAACL 2025
CureGraph: Contrastive Multi-Modal Graph Representation Learning for Urban Living Circle Health Profiling and Prediction (Abstract Reprint) IJCAI 2025
LegalSeg: Unlocking the Structure of Indian Legal Judgments Through Rhetorical Role Classification NAACL 2025
FlavorDiffusion: Modeling Food-Chemical Interactions with Diffusion NAACL 2025
Teacher-guided Edge Discriminator for Personalized Graph Masked Autoencoder AAAI 2025
Let Modalities Teach Each Other: Modal-Collaborative Knowledge Extraction and Fusion for Multimodal Knowledge Graph Completion NAACL 2025
Graph Neural Networks for Databases: A Survey IJCAI 2025
Rethinking Smoothness for Fast and Adaptable Entity Alignment Decoding NAACL 2025
A Survey on Temporal Interaction Graph Representation Learning: Progress, Challenges, and Opportunities IJCAI 2025
A Scalable and Effective Alternative to Graph Transformers AAAI 2025
Can LLMs Convert Graphs to Text-Attributed Graphs? NAACL 2025
HiTuner: Hierarchical Semantic Fusion Model Fine-Tuning on Text-Attributed Graphs IJCAI 2025
Noise-Injected Spiking Graph Convolution for Energy-Efficient 3D Point Cloud Denoising AAAI 2025
BGM: Demand Prediction for Expanding Bike-Sharing Systems with Dynamic Graph Modeling IJCAI 2025
GNN-Transformer Cooperative Architecture for Trustworthy Graph Contrastive Learning AAAI 2025