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Graph Neural Networks

4495 directly classified papers

Papers per year

Papers

ViTE: Virtual Graph Trajectory Expert Router for Pedestrian Trajectory Prediction AAAI 2026

Dual-branch Spatial-Temporal Self-supervised Representation for Enhanced Road Network Learning AAAI 2026

CycleChemist: A Dual-Pronged Machine Learning Framework for Organic Photovoltaic Discovery AAAI 2026

Fair Graph Learning with Limited Sensitive Attribute Information AAAI 2026

DcMatch: Unsupervised Multi-Shape Matching with Dual-Level Consistency AAAI 2026

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

HyperSign: Hierarchical Hypergraph-based Co-occurrence Modeling for Sign Language Recognition and Translation AAAI 2026

KCLNet: Electrically Equivalence-Oriented Graph Representation Learning for Analog Circuits AAAI 2026

MAPI-GNN: Multi-Activation Plane Interaction Graph Neural Network for Multimodal Medical Diagnosis AAAI 2026

HyperNoRA: Hyperedge Prediction via Node-Level Relation-Aware Self-Supervised Hypergraph Learning AAAI 2026

UnderWater SLAM with Laser-light sectioning method using ST-GAT WACV 2026

Graph VQ-Transformer (GVT): Fast and Accurate Molecular Generation via High-Fidelity Discrete Latents AAAI 2026

Encode Geometric Diagram as Geo-Graph in Geometry Problem Solving AAAI 2026

Nested Graph Pseudo-Label Refinement for Noisy Label Domain Adaptation Learning AAAI 2026

Graph-Based Spectral Attention with Multi-Spectral Images for Illuminant Estimation WACV 2026

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

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

DisGraph-RP: Graph-Augmented Temporal Modeling with Aspect-Based Contrastive Encoding of Discharge Summary for Readmission Prediction EACL 2026

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

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

DOTGraph: CLIP-Driven Feature Disentanglement and Optimal Transport based Graph Learning for Few-Shot Segmentation WACV 2026

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

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

Evidence Grounding vs. Memorization: Why Neural Semantics Matter for Knowledge Graph Fact Verification EACL 2026

Mitigating Degree Bias in Hypergraphs via Attribute-as-Structure Approach EACL 2026