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Graph Neural Networks

1127 directly classified papers

Papers per year

Papers

MisinfoTeleGraph: Network-driven Misinformation Detection for German Telegram Messages ACL 2025
Behavior Importance-Aware Graph Neural Architecture Search for Cross-Domain Recommendation AAAI 2025
S²DN: Learning to Denoise Unconvincing Knowledge for Inductive Knowledge Graph Completion AAAI 2025
Trust-GRS: A Trustworthy Training Framework for Graph Neural Network Based Recommender Systems Against Shilling Attacks AAAI 2025
Seeing Beyond Noise: Joint Graph Structure Evaluation and Denoising for Multimodal Recommendation AAAI 2025
Adversarial Contrastive Graph Masked AutoEncoder Against Graph Structure and Feature Dual Attacks AAAI 2025
Dynamic Neighborhood Modeling via Node-Subgraph Contrastive Learning for Graph-Based Fraud Detection AAAI 2025
Dynamic Graph Learning with Static Relations for Credit Risk Assessment AAAI 2025
Normalize Then Propagate: Efficient Homophilous Regularization for Few-Shot Semi-Supervised Node Classification AAAI 2025
Tokenphormer: Structure-aware Multi-token Graph Transformer for Node Classification AAAI 2025
HiGDA: Hierarchical Graph of Nodes to Learn Local-to-Global Topology for Semi-Supervised Domain Adaptation AAAI 2025
HYGENE: A Diffusion-Based Hypergraph Generation Method AAAI 2025
Neural Temporal Point Processes for Forecasting Directional Relations in Evolving Hypergraphs AAAI 2025
On Oversquashing in Graph Neural Networks Through the Lens of Dynamical Systems AAAI 2025
Association Pattern-enhanced Molecular Representation Learning AAAI 2025
Collaborative Similarity Fusion and Consistency Recovery for Incomplete Multi-view Clustering AAAI 2025
LLM-based Online Prediction of Time-varying Graph Signals (Student Abstract) AAAI 2025
SynGraph: A Dynamic Graph-LLM Synthesis Framework for Sparse Streaming User Sentiment Modeling ACL 2025
iQUEST: An Iterative Question-Guided Framework for Knowledge Base Question Answering ACL 2025
Graphically Speaking: Unmasking Abuse in Social Media with Conversation Insights ACL 2025
Multi-document Summarization through Multi-document Event Relation Graph Reasoning in LLMs: a case study in Framing Bias Mitigation ACL 2025
Question-Aware Knowledge Graph Prompting for Enhancing Large Language Models ACL 2025
LLM-Based Multi-Agent Systems are Scalable Graph Generative Models ACL 2025
GRNFormer: A Biologically-Guided Framework for Integrating Gene Regulatory Networks into RNA Foundation Models ACL 2025
SLRL: Semi-Supervised Local Community Detection Based on Reinforcement Learning AAAI 2025