← Architectures

Deep Learning › Architectures ›

Graph Neural Networks

4495 directly classified papers

Papers per year

Papers

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

Revisiting Contrastive Learning in Collaborative Filtering via Parallel Graph Filters AAAI 2026

Can Molecular Evolution Mechanism Enhance Molecular Representation? AAAI 2026

Multiplex Heterogeneous Graph Neural Networks with Euclidean-Riemannian Mutual Space Synergy AAAI 2026

Exploring Domain Generalization and Subpopulation Shift for Generalizable Graph-Level Anomaly Detection AAAI 2026

DGP: A Dual-Granularity Prompting Framework for Fraud Detection with Graph-Enhanced LLMs AAAI 2026

Sign-Aware Multimodal Graph Recommendation AAAI 2026

Multifaceted Scenario-Aware Hypergraph Learning for Next POI Recommendation AAAI 2026

MACRec: A Multi-View Subspace Alignment Framework for Contrastive Sampling Calibration in Recommendation AAAI 2026