← Architectures

Deep Learning › Architectures ›

Graph Neural Networks

4495 directly classified papers

Papers per year

Papers

Resilient UAV Swarm with Fast Connectivity Recovery and Extensive Coverage AAAI 2026

HSA-Net: Hierarchical and Structure-Aware Framework for Efficient and Scalable Molecular Language Modeling AAAI 2026

Physically-Informed Flow Matching with Graph Neural Networks for Complex Fluid Dynamics AAAI 2026

Enhancing Multimodal Misinformation Detection by Replaying the Whole Story from Image Modality Perspective AAAI 2026

Unlocking Dynamic Inter-Client Spatial Dependencies: A Federated Spatio-temporal Graph Learning Method for Traffic Flow Forecasting AAAI 2026

Rejoining Precious Artifacts: Efficiently Bone Stick Rejoining Based Massive Fragment Images by Contour, Script, and Texture AAAI 2026

Binary Message Passing for Generalizable Semi-Supervised Graph Anomaly Detection AAAI 2026

Towards OOD Generalization in Dynamic Graphs via Causal Invariant Learning AAAI 2026

How to Make LMs Strong Node Classifiers? EACL 2026

BrainHGT: A Hierarchical Graph Transformer for Interpretable Brain Network Analysis AAAI 2026

GATCL: An Adaptive Contrastive Learning Framework Based on MHGAT for Spatial Domain Identification in Spatial Transcriptomics AAAI 2026

Semantic Guided Part Relation-aware Network for Point Cloud Completion AAAI 2026

Source-Free Graph Foundation Model Adaptation via Pseudo-Source Reconstruction AAAI 2026

Domain-Aware Multi-View Contrastive Representation Learning for Protein Subcellular Localization Prediction AAAI 2026

CauVQ: Causal Vector Quantization for Graph OOD Generalization AAAI 2026

DiffMM: Efficient Method for Accurate Noisy and Sparse Trajectory Map Matching via One Step Diffusion AAAI 2026

Beyond Local Patterns: Multiscale Inconsistency Learning for Graph Anomaly Detection AAAI 2026

Learnable Matrix Profile for Motif Discovery on Multivariate Time Series AAAI 2026

Hierarchical Attention Network with Correction for Cross-Domain User Association AAAI 2026

S²HyRec: Self-Supervised Hypergraph Sequential Recommendation AAAI 2026

ContextGraph: Lifelog Intelligence Framework for Contextual Subgraph Evolution AAAI 2026

HiLoMix: Robust High- and Low-Frequency Graph Learning Framework for Mixing Address Association AAAI 2026

Transferable Graph Condensation from the Causal Perspective AAAI 2026

Coarse-to-Fine Open-Set Graph Node Classification with Large Language Models AAAI 2026

Noise-Aware Graph-Based Cognitive Diagnostic Framework Through Low-Rank Alignment AAAI 2026