Graph Neural Networks

FLAGG: Flexible Autoregressive Graph Generation JMLR 2026 FoV-Net: Rotation-Invariant CAD B-rep Learning via Field-of-View Ray Casting CVPR 2026 Framework GNN-AID: Graph Neural Network Analysis, Interpretation and Defense AAAI 2026 FraudGNAM: Inherently Interpretable Spectral GNN for Graph Fraud Detection UAI 2026 From Graphs to Hypergraphs: Enhancing Aspect-Term Sentiment Analysis via Multi-Level Relational Modeling ACL 2026 From Nodes to Narratives: Explaining Graph Neural Networks with LLMs and Graph Context ACL 2026 From Pixels to Histopathology: A Graph-Based Framework for Interpretable Whole Slide Image Analysis MIDL 2026 From Semantics to Spectrum: A New Lens on Graph Augmentation Strategy AAAI 2026 From Static to Active: Knowledge-Aware Node State Selection in Multi-view Graph Learning AAAI 2026 From Subtle to Significant: Prompt-Driven Self-Improving Optimization in Test-Time Graph OOD Detection AAAI 2026 Gamba: Mamba-based graph convolutional network with dynamic graph topology learning for action recognition CVPR 2026 GASE: Graph-Aware Semantic Embedding Learning with Frozen LLMs for Text-Attributed Graphs ACL 2026 GASim: A Graph-Accelerated Hybrid Framework for Social Simulation ACL 2026 GATCL: An Adaptive Contrastive Learning Framework Based on MHGAT for Spatial Domain Identification in Spatial Transcriptomics AAAI 2026 Gaussian Process Limit Reveals Structural Benefits of Graph Transformers UAI 2026 Gaussian Uncertainty-Driven Multi-Model Fitting with Graph Neural Network AAAI 2026 GCIB: Causal Intervention Guided Graph Information Bottleneck Framework AAAI 2026 GCL-OT: Graph Contrastive Learning with Optimal Transport for Heterophilic Text-Attributed Graphs AAAI 2026 Generating In-Distribution Counterfactual Explanation for Graph Neural Networks AAAI 2026 Generative Graphical Inverse Kinematics (Abstract Reprint) AAAI 2026 GeoHSAF: Geometric Hippocampus Shape Analysis Framework for Longitudinal Alzheimer's Disease Classification WACV 2026 Geometric-Aware Hypergraph Reasoning for Novel Class Discovery in Point Cloud Segmentation CVPR 2026 GFT-GCN: Privacy-Preserving 3D Face Mesh Recognition with Spectral Diffusion WACV 2026 GIER: Addressing Class Imbalance in GNNs Through Experience Replay AAAI 2026 GIIM: Graph-based Learning of Inter- and Intra-view Dependencies for Multi-view Medical Image Diagnosis AAAI 2026