Graph Neural Networks

Multi-Modal Entities Matter: Benchmarking Multi-Modal Entity Alignment COLING 2025 Multimodal Fine-grained Context Interaction Graph Modeling for Conversational Speech Synthesis EMNLP 2025 Multimodal Fused Learning for Solving the Generalized Traveling Salesman Problem in Robotic Task Planning CoRL 2025 Multimodal Large Language Models for Inverse Molecular Design with Retrosynthetic Planning ICLR 2025 Multi-modal Topology-embedded Graph Learning for Spatially Resolved Genes Prediction from Pathology Images with Prior Gene Similarity Information CVPR 2025 Multi-Omics Analysis for Cancer Subtype Inference via Unrolling Graph Smoothness Priors IJCAI 2025 Multiple Feature Refining Network for Visual Emotion Distribution Learning AAAI 2025 Multiplex Graph Representation Learning with Homophily and Consistency AAAI 2025 Multi-Task Curriculum Graph Contrastive Learning with Clustering Entropy Guidance IJCAI 2025 Multi-type MOOCs Recommendation: Leveraging Deep Multi-Relational Representation and Hierarchical Reasoning AAAI 2025 Multi-View Graph Clustering via Node-Guided Contrastive Encoding ICML 2025 Multi-View Multi-Label Classification via View-Label Matching Selection AAAI 2025 MuseGNN: Forming Scalable, Convergent GNN Layers that Minimize a Sampling-Based Energy ICLR 2025 MutationGuard: A Graph and Temporal-Spatial Neural Method for Detecting Mutation Telecommunication Fraud IJCAI 2025 N2GON: Neural Networks for Graph-of-Net with Position Awareness ICML 2025 NAAM: Node-Aware Attention Mechanism for Distilling GNNs-to-MLP (Student Abstract) AAAI 2025 NAAST-GNN: Neighborhood Adaptive Aggregation and Spectral Tuning for Graph Anomaly Detection IJCAI 2025 NBA3D: Neighbor-Based Confidence Adjustment for 3D Rare Object Detection Using LiDAR AAAI 2025 NeuBM: Mitigating Model Bias in Graph Neural Networks Through Neutral Input Calibration IJCAI 2025 Neural Graph Matching Improves Retrieval Augmented Generation in Molecular Machine Learning ICML 2025 Neural Spacetimes for DAG Representation Learning ICLR 2025 Neuro-Guided Graph Search for Symbolic Regression (Student Abstract) AAAI 2025 NeuroTree: Hierarchical Functional Brain Pathway Decoding for Mental Health Disorders ICML 2025 N-ForGOT: Towards Not-forgetting and Generalization of Open Temporal Graph Learning ICLR 2025 NLGT: Neighborhood-based and Label-enhanced Graph Transformer Framework for Node Classification AAAI 2025