Graph Neural Networks

A Simple Graph Contrastive Learning Framework for Short Text Classification AAAI 2025 Association Pattern-enhanced Molecular Representation Learning AAAI 2025 Backdoor Attack on Vertical Federated Graph Neural Network Learning IJCAI 2025 Behavior Importance-Aware Graph Neural Architecture Search for Cross-Domain Recommendation AAAI 2025 Beyond Graph Convolution: Multimodal Recommendation with Topology-aware MLPs AAAI 2025 BGM: Demand Prediction for Expanding Bike-Sharing Systems with Dynamic Graph Modeling IJCAI 2025 Bi-Directional Multi-Scale Graph Dataset Condensation via Information Bottleneck AAAI 2025 Bonsai: Gradient-free Graph Condensation for Node Classification ICLR 2025 Boosting Short Text Classification with Multi-Source Information Exploration and Dual-Level Contrastive Learning AAAI 2025 Boundary Matters: Leveraging Structured Text Plots for Long Text Outline Generation EMNLP 2025 Breaking Grid Constraints: Dynamic Graph Reconstruction Network for Multi-organ Segmentation ICCV 2025 Causality-Inspired Disentanglement for Fair Graph Neural Networks IJCAI 2025 CEGRL-TKGR: A Causal Enhanced Graph Representation Learning Framework for Temporal Knowledge Graph Reasoning COLING 2025 Cheb-GR: Rethinking K-nearest Neighbor Search in Re-ranking for Person Re-identification CVPR 2025 Clique Number Estimation via Differentiable Functions of Adjacency Matrix Permutations ICLR 2025 Collaborative Similarity Fusion and Consistency Recovery for Incomplete Multi-view Clustering AAAI 2025 Conditional Prediction ROC Bands for Graph Classification AISTATS 2025 Context-aware Graph Neural Network for Graph-based Fraud Detection with Extremely Limited Labels AAAI 2025 Contrastive Auxiliary Learning with Structure Transformation for Heterogeneous Graphs AAAI 2025 Contrastive Learning Using Graph Embeddings for Domain Adaptation of Language Models in the Process Industry EMNLP 2025 Core Knowledge Learning Framework for Graph AAAI 2025 Cross-domain Rumor Detection via Test-Time Adaptation and Large Language Models EMNLP 2025 Data-Centric Graph Condensation via Diffusion Matching ACML 2025 DeCo: Defect-Aware Modeling with Contrasting Matching for Optimizing Task Assignment in Online IC Testing IJCAI 2025 Deep Multi-modal Graph Clustering via Graph Transformer Network AAAI 2025