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Graph Neural Networks

4495 directly classified papers

Papers per year

Papers

GCIB: Causal Intervention Guided Graph Information Bottleneck Framework AAAI 2026

Graph Domain Adaptation via Homophily-Agnostic Reconstructing Structure AAAI 2026

SAMGTD: Spatial-Aware Masked Graph Transformer-Diffusion Model for Enhanced Cell Type Deconvolution in Spatial Transcriptomics AAAI 2026

GraphGrasp: Lightweight and Efficient Graph-Guided 6-DoF Robotic Grasp Pose Estimation Network AAAI 2026

GraphOracle: Efficient Fully-Inductive Knowledge Graph Reasoning via Relation-Dependency Graphs AAAI 2026

Heterogeneous Graph Neural Networks for Assumption-Based Argumentation AAAI 2026

The Correspondence Between Bounded Graph Neural Networks and Fragments of First-Order Logic AAAI 2026

DRSoRec: Dual-Rectification of Social Networks for Recommendation AAAI 2026

GIER: Addressing Class Imbalance in GNNs Through Experience Replay AAAI 2026

FairGSE: Fairness-Aware Graph Neural Network Without High False Positive Rates AAAI 2026

Stage-Aware Graph Contrastive Learning with Node-oriented Mixture of Experts AAAI 2026

Global-Lens Transformers: Adaptive Token Mixing for Dynamic Link Prediction AAAI 2026

Meta Dynamic Graph for Traffic Flow Prediction AAAI 2026

Graph Neural Field with Spatial-Correlation Augmentation for HRTF Personalization AAAI 2026

TuningIQA: Fine-Grained Blind Image Quality Assessment for Livestreaming Camera Tuning AAAI 2026

Dual-Kernel Graph Community Contrastive Learning AAAI 2026

ARDiff: Anisotropic Residual Diffusion for Heterogeneous Graph Learning AAAI 2026

ARNS: Adaptive Relation-Aware Negative Sampling with Curriculum Learning for Inductive Knowledge Graph Completion AAAI 2026

Scalable Semi-supervised Community Search via Graph Transformer on Attributed Heterogeneous Information Networks AAAI 2026

NeuralOM: Neural Ocean Model for Subseasonal-to-Seasonal Simulation AAAI 2026

Multimodal Graph Representation Learning with Dynamic Information Pathways AAAI 2026

NTSFormer: A Self-Teaching Graph Transformer for Multimodal Isolated Cold-Start Node Classification AAAI 2026

Echoless Label-Based Pre-computation for Memory-Efficient Heterogeneous Graph Learning AAAI 2026

BAG: Benchmarking Anomaly Detection on Dynamic Graphs AAAI 2026

DuoKD: Dual Knowledge Distillation from Large Language Models for Robust Graph Neural Networks AAAI 2026