Graph Neural Networks

Integrating Co-Training with Edge Discrimination to Enhance Graph Neural Networks Under Heterophily AAAI 2025 Integrating Semantic and Statistical Features for Authorial Clustering of Qumran Scrolls NAACL 2025 Invariant Link Selector for Spatial-Temporal Out-of-Distribution Problem AISTATS 2025 InversionGNN: A Dual Path Network for Multi-Property Molecular Optimization ICLR 2025 Investigating Relational State Abstraction in Collaborative MARL AAAI 2025 IOHunter: Graph Foundation Model to Uncover Online Information Operations AAAI 2025 iQUEST: An Iterative Question-Guided Framework for Knowledge Base Question Answering ACL 2025 Is uniform expressivity too restrictive? Towards efficient expressivity of GNNs ICLR 2025 Iterative Substructure Extraction for Molecular Relational Learning with Interactive Graph Information Bottleneck ICLR 2025 Joint Graph Rewiring and Feature Denoising via Spectral Resonance ICLR 2025 Judge and Improve: Towards a Better Reasoning of Knowledge Graphs with Large Language Models EMNLP 2025 KAA: Kolmogorov-Arnold Attention for Enhancing Attentive Graph Neural Networks ICLR 2025 KeyPose: Category-Level 6D Object Pose Estimation with Self-Adaptive Keypoints AAAI 2025 KGCL: Knowledge-Enhanced Graph Contrastive Learning for Retrosynthesis Prediction Based on Molecular Graph Editing IJCAI 2025 K-hop Hypergraph Neural Network: A Comprehensive Aggregation Approach AAAI 2025 KITS: Inductive Spatio-Temporal Kriging with Increment Training Strategy AAAI 2025 Knowledge Graph Pooling and Unpooling for Concept Abstraction COLING 2025 Knowledge-Guided Domain Adaptation Model for Transferring Drug Response Prediction from Cell Lines to Patients AAAI 2025 Knowledge-Guided Part Segmentation ICCV 2025 LAGCL4Rec: When LLMs Activate Interactions Potential in Graph Contrastive Learning for Recommendation EMNLP 2025 Large Language-Geometry Model: When LLM meets Equivariance ICML 2025 Large Language Model Meets Graph Neural Network in Knowledge Distillation AAAI 2025 Large Language Models are Good Relational Learners ACL 2025 Large Language Models Enhanced Personalized Graph Neural Architecture Search in Federated Learning AAAI 2025 Learn2Aggregate: Supervised Generation of Chvatal-Gomory Cuts Using Graph Neural Networks AAAI 2025