← Architectures

Deep Learning › Architectures ›

Graph Neural Networks

4495 directly classified papers

Papers per year

Papers

Interpretable and Robust Behavior Abstraction via Environment-Disentangled Heterogeneous Graph 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

MMPG: MoE-based Adaptive Multi-Perspective Graph Fusion for Protein Representation Learning AAAI 2026

GROVER: Graph-guided Representation of Omics and Vision with Expert Regulation for Adaptive Spatial Multi-omics Fusion AAAI 2026

Motion-Aware Graph Fusion Network for 3D Human Pose Estimation WACV 2026

Event-based Graph Representation with Spatial and Motion Vectors for Asynchronous Object Detection WACV 2026

Sketch3R: Rapid and Realistic 3D VR Sketch Creation to Shape Retrieval WACV 2026

GFT-GCN: Privacy-Preserving 3D Face Mesh Recognition with Spectral Diffusion WACV 2026

AutoSew: A Geometric Approach to Stitching Prediction with Graph Neural Networks WACV 2026

SimForce: Force and Surface Electromyography from Full Body Video with Graph Neural Nets WACV 2026

AdaptViG: Adaptive Vision GNN with Exponential Decay Gating WACV 2026

GeoHSAF: Geometric Hippocampus Shape Analysis Framework for Longitudinal Alzheimer's Disease Classification WACV 2026

Bridging Attribution and Open-Set Detection using Graph-Augmented Instance Learning in Synthetic Speech EACL 2026

NG-Router: Graph-Supervised Multi-Agent Collaboration for Nutrition Question Answering EACL 2026

Skill Discovery for Software Scripting Automation via Offline Simulations with LLMs EACL 2026

MemeWeaver: Inter-Meme Graph Reasoning for Sexism and Misogyny Detection EACL 2026

Learning Structurally Stabilized Representations for Lossless DNA Storage AAAI 2026

Physical-regularized Hierarchical Generative Model for Metallic Glass Structural Generation and Energy Prediction AAAI 2026

Topology-Enhanced and Label Correlation-Aware Model for Protein-Protein Interaction Prediction AAAI 2026

Transferable Hypergraph Attack via Injecting Nodes into Pivotal Hyperedges AAAI 2026

BugSweeper: Function-Level Detection of Smart Contract Vulnerabilities Using Graph Neural Networks AAAI 2026

Learning Cell-Aware Hierarchical Multi-Modal Representations for Robust Molecular Modeling AAAI 2026

When Genes Speak: A Semantic-Guided Framework for Spatially Resolved Transcriptomics Data Clustering AAAI 2026

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