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Graph Neural Networks

4495 directly classified papers

Papers per year

Papers

HyperSign: Saliency-Aware Spatial Graphs and Temporal Hypergraphs for Continuous Sign Language Recognition AAAI 2026

DGSAN: Dual-Graph Spatiotemporal Attention Network for Pulmonary Nodule Malignancy Prediction AAAI 2026

Graph Smoothing for Enhanced Local Geometry Learning in Point Cloud Analysis AAAI 2026

Delving into Dynamic Scene Cue-Consistency for Robust 3D Multi-Object Tracking AAAI 2026

Gaussian Uncertainty-Driven Multi-Model Fitting with Graph Neural Network AAAI 2026

Framework GNN-AID: Graph Neural Network Analysis, Interpretation and Defense AAAI 2026

X-MoGen: Unified Motion Generation Across Humans and Animals AAAI 2026

Topology-Aware Vision Transformers for Enhanced Scene Recognition AAAI 2026

Graph-Semantic Guided Learning for Virtual Immunohistochemistry Staining on Consecutive Histology Sections AAAI 2026

GIIM: Graph-based Learning of Inter- and Intra-view Dependencies for Multi-view Medical Image Diagnosis AAAI 2026

Graph Neural ODEs with Stability and Conservation Guarantees for Tumor Microenvironment Dynamics (Student Abstract) AAAI 2026

DGKAN: Dual-branch Graph Kolmogorov-Arnold Network for Unsupervised Multimodal Change Detection AAAI 2026

Edge-Centric Relational Reasoning for 3D Scene Graph Prediction AAAI 2026

HyperDiag: Temporal–Regional Hypergraph Learning via Topology-Enhanced State Propagation for Brain Disease Diagnosis AAAI 2026

FantasyHSI: Video-Generation-Centric 4D Human Synthesis in Any Scene Through a Graph-Based Multi-Agent Framework AAAI 2026

LORETTA: A Low Resource Framework to Poison Continuous Time Dynamic Graphs AAAI 2026

SalDiff-DTM: A Novel Dual-Temporal Modulated Diffusion Model for Omnidirectional Images Scanpath Prediction AAAI 2026

A Retrieval Augmented Spatio-Temporal Framework for Traffic Prediction AAAI 2026

DW-DGAT: Dynamically Weighted Dual Graph Attention Network for Neurodegenerative Disease Diagnosis AAAI 2026

Pb4U-GNet: Resolution-Adaptive Garment Simulation via Propagation-before-Update Graph Network AAAI 2026

Dual-Geometry Graph Network: Unifying Local and Global Priors for Few-Shot Learning AAAI 2026

GLoMOT: Efficient Online GNN-based Low-Frame-Rate Multi-Object Tracker AAAI 2026

UniABG: Unified Adversarial View Bridging and Graph Correspondence for Unsupervised Cross-View Geo-Localization 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