← Architectures

Deep Learning › Architectures ›

Graph Neural Networks

4495 directly classified papers

Papers per year

Papers

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

Multi-dimensional Adaptive Mix-hop Contextual Learning Framework for Universal Graph Anomaly Detection AAAI 2026

Privacy Auditing of Multi-Domain Graph Pre-Trained Model Under Membership Inference Attacks AAAI 2026

SGMT: Social Generating with Multiview-Guided Tuning In Recommender Systems AAAI 2026

Hierarchical Frequency-Decomposition Graph Neural Networks for Road Network Representation Learning AAAI 2026

Multi-graph Fusion Cross-model Contrastive Learning for Recommendation AAAI 2026

Targeting Borderline Fraudsters: Multi-View Hypergraph Fraud Detection with LLM-Guided Contrastive Learning AAAI 2026

SA²GFM: Enhancing Robust Graph Foundation Models with Structure-Aware Semantic Augmentation AAAI 2026

Task-Aware Retrieval Augmentation for Dynamic Recommendation AAAI 2026

From Subtle to Significant: Prompt-Driven Self-Improving Optimization in Test-Time Graph OOD Detection AAAI 2026

Knowledge Graph Guided Heterogeneity-Informed Diffusion Model for Spatio-Temporal Generation AAAI 2026

DARLING: Dual Hypergraph-Enhanced Curriculum-Guided Graph Structure Learning for Node Classification AAAI 2026

CLUHCS:Dual-View Contrastive Learning Enabled Unsupervised Heterogeneous Community Search with Meta-Path Behavior Modeling AAAI 2026

Introducing Decomposed Causality with Spatiotemporal Object-Centric Representation for Video Classification AAAI 2026

SGAT: Learning Feature Matching with Singularity-enhanced Graph Attention Network AAAI 2026

Graph-Driven Domain Co-Adaptation for Cross-Domain Image Quality Assessment AAAI 2026

Scale-Net: A Hierarchical U-Net Framework for Cross-Scale Generalization in Multi-Task Vehicle Routing AAAI 2026

Subgraph Encoding with Bicentric Sphere Node Labeling and Pooling for Link Prediction AAAI 2026