Graph Neural Networks

A Boundary Token Graph for Zero-Shot Relation Triplet Extraction Involving Discontinuous Entities AAAI 2026 A comprehensive benchmark of graph neural networks, graph kernels, and classical machine learning approaches on rs-fMRI brain graphs MIDL 2026 Adaptive and Context-rich Generative Self-supervised Learning on Graphs AAAI 2026 Adaptive Graph Attention Based Discrete Hashing for Incomplete Cross-modal Retrieval AAAI 2026 Adaptive Initial Residual Connections for GNNs with Theoretical Guarantees AAAI 2026 Adaptive Learned Image Compression with Graph Neural Networks CVPR 2026 Adaptive Riemannian Graph Neural Networks AAAI 2026 AdaptViG: Adaptive Vision GNN with Exponential Decay Gating WACV 2026 Aggregate-Combine-Readout GNNs Can Express Logical Classifiers Beyond the Logic C2 AAAI 2026 Anchor-Driven Nyström for Deep Graph-Level Clustering AAAI 2026 Apo2Mol: 3D Molecule Generation via Dynamic Pocket-Aware Diffusion Models AAAI 2026 Approximating Problems in Abstract Argumentation with Graph Convolutional Networks (Abstract Reprint) AAAI 2026 AquaSentinel: Next-Generation AI System Integrating Sensor Networks for Urban Underground Water Pipeline Anomaly Detection via Collaborative MoE-LLM Agent Architecture AAAI 2026 ARDiff: Anisotropic Residual Diffusion for Heterogeneous Graph Learning AAAI 2026 Are Graph Transformers Necessary? Efficient Long-Range Message Passing with Fractal Nodes in MPNNs AAAI 2026 A Retrieval Augmented Spatio-Temporal Framework for Traffic Prediction AAAI 2026 ARNS: Adaptive Relation-Aware Negative Sampling with Curriculum Learning for Inductive Knowledge Graph Completion AAAI 2026 A Sequence-Graph Fusion Framework via BiMamba and Fourier-KAN for Interpretable Drug-Target Affinity Prediction UAI 2026 A Stage-Aware Mixture of Experts Framework for Neurodegenerative Disease Progression Modelling AAAI 2026 ASTraNet at SemEval-2026 Task 13: Not All Code Looks the Same: Multi-View Structural and Semantic Detection of Machine-Generated Code SemEval 2026 Atom-level Adaptive Receptive Fields: A Pruning-Based Encoder for 2D Molecular Graphs (Student Abstract) AAAI 2026 Attribute-guided Dynamic Prompt Learning for Graph Neural Networks AAAI 2026 Automatic Channel Pruning by Searching with Structure Embedding for Hash Network AAAI 2026 Automatic Paper Reviewing with Heterogeneous Graph Reasoning over LLM-Simulated Reviewer-Author Debates AAAI 2026 AutoSchA: Automatic Hierarchical Music Representations via Multi-Relational Node Isolation AAAI 2026