Graph Neural Networks

Graph Query Networks for Object Detection with Automotive Radar WACV 2026 Graph-Semantic Guided Learning for Virtual Immunohistochemistry Staining on Consecutive Histology Sections AAAI 2026 Graph Smoothing for Enhanced Local Geometry Learning in Point Cloud Analysis AAAI 2026 GraphTextack: A Realistic Black-Box Node Injection Attack on LLM-Enhanced GNNs AAAI 2026 GraphULM: A Multi-Resolution CNN and GCN Framework for Ultrasound Localization Microscopy MIDL 2026 GraphVLM: Benchmarking Vision Language Models for Multimodal Graph Learning CVPR 2026 Graph VQ-Transformer (GVT): Fast and Accurate Molecular Generation via High-Fidelity Discrete Latents AAAI 2026 GraphVSSM: Graph Variational State-Space Model for Probabilistic Spatiotemporal Inference of Dynamic Exposure and Vulnerability for Regional Disaster Resilience Assessment AAAI 2026 GROVER: Graph-guided Representation of Omics and Vision with Expert Regulation for Adaptive Spatial Multi-omics Fusion AAAI 2026 GUIC: Certified Graph Unlearning with Individual Fairness Guarantees AAAI 2026 HC2-GNN: Hierarchical Graph Representation Learning for Efficient Text Classification AAAI 2026 Heterogeneous Graph Neural Networks for Assumption-Based Argumentation AAAI 2026 Heterophily-aware Contrastive Learning for Heterophilic Hypergraphs AAAI 2026 HGATSolver: A Heterogeneous Graph Attention Solver for Fluid–Structure Interaction AAAI 2026 Hg-I2P: Bridging Modalities for Generalizable Image-to-Point-Cloud Registration via Heterogeneous Graphs CVPR 2026 Hierarchical Attention Network with Correction for Cross-Domain User Association AAAI 2026 Hierarchical Frequency-Decomposition Graph Neural Networks for Road Network Representation Learning AAAI 2026 High-Pass Matters: Theoretical Insights and Sheaflet-Based Design for Hypergraph Neural Networks AAAI 2026 HiGoE: Hierarchical Graph of Evidence to Enhance Retrieval-Augmented Generation for Long-context Summarization ACL 2026 HiLoMix: Robust High- and Low-Frequency Graph Learning Framework for Mixing Address Association AAAI 2026 HINPool: A Unified Heterogeneous Graph Pooling Framework for Accurate Molecular and Protein Property Prediction AAAI 2026 HodgeFormer: Transformers for Learnable Operators on Triangular Meshes through Data-Driven Hodge Matrices WACV 2026 How to Make LMs Strong Node Classifiers? EACL 2026 How Wide and How Deep? Mitigating Over-squashing of GNNs via Channel Capacity Constrained Estimation AAAI 2026 HSA-Net: Hierarchical and Structure-Aware Framework for Efficient and Scalable Molecular Language Modeling AAAI 2026