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Graph Neural Networks

4495 directly classified papers

Papers per year

Papers

Multimodal Graph Representation Learning over Arbitrary Sets of Modalities WACV 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

Atom-level Adaptive Receptive Fields: A Pruning-Based Encoder for 2D Molecular Graphs (Student Abstract) AAAI 2026

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

Time-Series Anomaly Detection with Graph-Based Self-Supervised Learning and Foundation Models: Towards Real-World Applications AAAI 2026

Improve Molecular Conformation Modeling with Geometric Deep Learning AAAI 2026

Behavioral-Similarity and Clustering-Based Methods for Static Graph Estimation in Hybrid GNNs (Student Abstract) AAAI 2026

TrustEnergy: A Unified Framework for Accurate and Reliable User-level Energy Usage Prediction AAAI 2026

Graph-based Label-Efficient Learning: When Graph-Structured Data Meets Limited Labels AAAI 2026

Generative Graphical Inverse Kinematics (Abstract Reprint) AAAI 2026

Semantic Alignment of Malicious Question Based on Contrastive Semantic Networks and Data Augmentation (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

Urban Incident Prediction with Graph Neural Networks: Integrating Government Ratings and Crowdsourced Reports AAAI 2026

GraphVSSM: Graph Variational State-Space Model for Probabilistic Spatiotemporal Inference of Dynamic Exposure and Vulnerability for Regional Disaster Resilience Assessment AAAI 2026

Building Instance Segmentation for Dense Urban Settlements AAAI 2026