Graph Neural Networks

DeepSN: A Sheaf Neural Framework for Influence Maximization AAAI 2025 Demystifying the Power of Large Language Models in Graph Generation NAACL 2025 DGCPL: Dual Graph Distillation for Concept Prerequisite Relation Learning IJCAI 2025 DiffIM: Differentiable Influence Minimization with Surrogate Modeling and Continuous Relaxation AAAI 2025 Discrete Curvature Graph Information Bottleneck AAAI 2025 Disentangled Table-Graph Representation for Interpretable Transmission Line Fault Location AAAI 2025 DivGCL: A Graph Contrastive Learning Model for Diverse Recommendation AAAI 2025 Divide and Conquer: Coordinating Multiplex Mixture of Graph Learners to Handle Multi-Omics Analysis IJCAI 2025 Dual-Channel Interactive Graph Transformer for Traffic Classification with Message-Aware Flow Representation AAAI 2025 Dynamic Graph Learning with Static Relations for Credit Risk Assessment AAAI 2025 Dynamic Interactive Bimodal Hypergraph Networks for Emotion Recognition in Conversations AAAI 2025 Dynamic Multiple High-order Correlations Fusion with Noise Filtering for Incomplete Multi-view Noisy-label Learning IJCAI 2025 Dynamic Neighborhood Modeling via Node-Subgraph Contrastive Learning for Graph-Based Fraud Detection AAAI 2025 Each graph is a new language: Graph Learning with LLMs ACL 2025 Edge Contrastive Learning: An Augmentation-Free Graph Contrastive Learning Model AAAI 2025 Efficient Subsampling for GNN Downstream Tasks ACML 2025 Electron Density-enhanced Molecular Geometry Learning IJCAI 2025 End-to-End HOI Reconstruction Transformer with Graph-based Encoding CVPR 2025 Estimation of single-cell and tissue perturbation effect in spatial transcriptomics via Spatial Causal Disentanglement ICLR 2025 Event Pattern-Instance Graph: A Multi-Round Role Representation Learning Strategy for Document-Level Event Argument Extraction ACL 2025 Evidential Uncertainty Probes for Graph Neural Networks AISTATS 2025 Exact Algorithms for Multiagent Path Finding with Communication Constraints on Tree-Like Structures AAAI 2025 Exact Computation of Any-Order Shapley Interactions for Graph Neural Networks ICLR 2025 Explainable Dynamic Graph Neural Networks for Predictive Maintenance in Vehicle Chassis Systems ACML 2025 Explainable Graph Representation Learning via Graph Pattern Analysis IJCAI 2025