graph neural network

Leveraging Large Language Models for Node Generation in Few-Shot Learning on Text-Attributed Graphs AAAI 2025 Leveraging Peer-Informed Label Consistency for Robust Graph Neural Networks with Noisy Labels IJCAI 2025 Leveraging Personalized PageRank and Higher-Order Topological Structures for Heterophily Mitigation in Graph Neural Networks IJCAI 2025 LGA: LLM-GNN Aggregation for Temporal Evolution Attribute Graph Prediction EMNLP 2025 Lifelong Model Editing with Graph-Based External Memory ACL 2025 Lift Your Molecules: Molecular Graph Generation in Latent Euclidean Space ICLR 2025 Linear Transformer Topological Masking with Graph Random Features ICLR 2025 LLM-Based Multi-Agent Systems are Scalable Graph Generative Models ACL 2025 LLM-Empowered Class Imbalanced Graph Prompt Learning for Online Drug Trafficking Detection ACL 2025 LLM Enhancers for GNNs: An Analysis from the Perspective of Causal Mechanism Identification ICML 2025 Locality Sensitive Avatars From Video ICLR 2025 LogiGraph: Logical Reasoning with Contrastive Learning and Lightweight Graph Networks COLING 2025 LOHA: Direct Graph Spectral Contrastive Learning Between Low-Pass and High-Pass Views AAAI 2025 LS-TGNN: Long and Short-Term Temporal Graph Neural Network for Session-Based Recommendation AAAI 2025 M^2LLM: Multi-view Molecular Representation Learning with Large Language Models IJCAI 2025 M²N: A Progressive Macro-to-Micro 3D Modeling Scheme for Unveiling Drug-Target Affinity AAAI 2025 Machines and Mathematical Mutations: Using GNNs to Characterize Quiver Mutation Classes ICML 2025 MAGE: Model-Level Graph Neural Networks Explanations via Motif-based Graph Generation ICLR 2025 MAGIC-VQA: Multimodal And Grounded Inference with Commonsense Knowledge for Visual Question Answering ACL 2025 Mamba-Based Graph Convolutional Networks: Tackling Over-smoothing with Selective State Space IJCAI 2025 MANTRA: The Manifold Triangulations Assemblage ICLR 2025 MARK: Multi-agent Collaboration with Ranking Guidance for Text-attributed Graph Clustering ACL 2025 Marrying LLMs with Dynamic Forecasting: A Graph Mixture-of-expert Perspective NAACL 2025 MaskDGNN: Self-Supervised Dynamic Graph Neural Networks with Activeness-aware Temporal Masking IJCAI 2025 Matcha: Mitigating Graph Structure Shifts with Test-Time Adaptation ICLR 2025