Graph Neural Networks

Echoless Label-Based Pre-computation for Memory-Efficient Heterogeneous Graph Learning AAAI 2026 EdGCL: Disentangling Social and Cognitive Homophily in Graph-Based Educational Recommender Systems AAAI 2026 Edge-Centric Relational Reasoning for 3D Scene Graph Prediction AAAI 2026 Edge Self-Adversarial Augmentation Enhances Graph Contrastive Learning Against Neighborhood Inconsistency AAAI 2026 Encode Geometric Diagram as Geo-Graph in Geometry Problem Solving AAAI 2026 Enhancing Logical Expressiveness in Graph Neural Networks via Path-Neighbor Aggregation AAAI 2026 Enhancing Multimodal Misinformation Detection by Replaying the Whole Story from Image Modality Perspective AAAI 2026 EpiRDN: A Learnable Anisotropic Reaction-Diffusion Network for Epidemic Time Series Prediction UAI 2026 Equivariant Atomic and Lattice Modeling Using Geometric Deep Learning for Crystal Structure Optimization AAAI 2026 Event-based Graph Representation with Spatial and Motion Vectors for Asynchronous Object Detection WACV 2026 Evidence Grounding vs. Memorization: Why Neural Semantics Matter for Knowledge Graph Fact Verification EACL 2026 Explaining Temporal Graph Neural Network via Quantum-Inspired Evolutionary Algorithm AAAI 2026 Explanation-Preserving Augmentation for Semi-Supervised Graph Representation Learning AAAI 2026 Exploiting Graph-Based Structural Priors for Visual Recognition AAAI 2026 Exploring Domain Generalization and Subpopulation Shift for Generalizable Graph-Level Anomaly Detection AAAI 2026 Factorization-in-Loop:Proximal Fill-in Minimization for Sparse Matrix Reordering AAAI 2026 FairGC: Fostering Individual and Group Fairness for Deep Graph Clustering AAAI 2026 Fair Graph Learning with Limited Sensitive Attribute Information AAAI 2026 FairGSE: Fairness-Aware Graph Neural Network Without High False Positive Rates AAAI 2026 FantasyHSI: Video-Generation-Centric 4D Human Synthesis in Any Scene Through a Graph-Based Multi-Agent Framework AAAI 2026 FEAST: Fully Connected Expressive Attention for Spatial Transcriptomics CVPR 2026 Feature-Centric Unsupervised Node Representation Learning Without Homophily Assumption AAAI 2026 Federated Graph-level Clustering Network with Attribute Inference AAAI 2026 FedSDR: Federated Graph Learning with Structural Noise Detection and Reconstruction CVPR 2026 FedSkeleton: Secure Multi-Party Graph Skeleton Construction for Privacy-Preserving Federated Time-Series Forecasting AAAI 2026