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Graph Neural Networks

4495 directly classified papers

Papers per year

Papers

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

CO2-Meter: A Comprehensive Carbon Footprint Estimator for LLMs on Edge Devices AAAI 2026

Leveraging Sparse Observations to Predict Species Abundance Across Space and Time AAAI 2026

MIRNet: Integrating Constrained Graph-Based Reasoning with Pre-training for Diagnostic Medical Imaging AAAI 2026

EdGCL: Disentangling Social and Cognitive Homophily in Graph-Based Educational Recommender Systems AAAI 2026

Role Perceptual Augmented Temporal Graph Network for Related-party Transaction Detection AAAI 2026

Resilience Inference for Supply Chains with Hypergraph Neural Network AAAI 2026

Learning Heuristic Functions with Graph Neural Networks for Numeric Planning AAAI 2026

Learning Heuristic Functions for HTN Planning AAAI 2026

Graph-augmented and Over-smoothing-resistant Contrastive Clustering for Short Text AAAI 2026

GUIC: Certified Graph Unlearning with Individual Fairness Guarantees AAAI 2026

Automatic Paper Reviewing with Heterogeneous Graph Reasoning over LLM-Simulated Reviewer-Author Debates AAAI 2026

A Boundary Token Graph for Zero-Shot Relation Triplet Extraction Involving Discontinuous Entities AAAI 2026