node classification

AgentGL: Towards Agentic Graph Learning with LLMs via Reinforcement Learning ACL 2026 Beyond Fixed Depth: Adaptive Graph Neural Networks for Node Classification Under Varying Homophily AAAI 2026 Can Pseudo-Label Be More Reliable? A Simple yet Effective Topology-Aware Graph Self-Training Method AAAI 2026 CCAHCL: Multi-Level Hypergraph Contrastive Learning for Connected Component Awareness AAAI 2026 CITE: Benchmarking Heterogeneous Text-Attributed Graph Models ACL 2026 Coarse-to-Fine Open-Set Graph Node Classification with Large Language Models AAAI 2026 DARLING: Dual Hypergraph-Enhanced Curriculum-Guided Graph Structure Learning for Node Classification AAAI 2026 DynamicGTR: Leveraging Graph Topology Representation Preferences to Boost VLM Capabilities on Graph QAs CVPR 2026 Fair Graph Learning with Limited Sensitive Attribute Information AAAI 2026 From Static to Active: Knowledge-Aware Node State Selection in Multi-view Graph Learning AAAI 2026 Gaussian Process Limit Reveals Structural Benefits of Graph Transformers UAI 2026 GIER: Addressing Class Imbalance in GNNs Through Experience Replay AAAI 2026 Graph Contrastive Learning with Low-Rank Regularization and Low-Rank Attention for Noisy Node Classification UAI 2026 GT-SNT: A Linear-Time Transformer for Large-Scale Graphs via Spiking Node Tokenization AAAI 2026 Heterogeneous Graph Neural Networks for Assumption-Based Argumentation AAAI 2026 How to Make LMs Strong Node Classifiers? EACL 2026 Hyperbolic Busemann Neural Networks CVPR 2026 Khan-GCL: Kolmogorov–Arnold Network Based Graph Contrastive Learning with Hard Negatives AAAI 2026 MIGDiff: Multi-attributes Imputations for Attribute-missing Graphs via Graph Denoising Diffusion Model AAAI 2026 Mitigating Degree Bias in Hypergraphs via Attribute-as-Structure Approach EACL 2026 Multimodal Graph Representation Learning with Dynamic Information Pathways AAAI 2026 Posterior Label Smoothing for Node Classification AAAI 2026 Prototype-Guided Supervision for Graph Learning with Noisy and Sparse Labels AAAI 2026 Scalable Semi-supervised Community Search via Graph Transformer on Attributed Heterogeneous Information Networks AAAI 2026 Self-Adaptive Graph Mixture of Models AAAI 2026