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Graph Neural Networks

4495 directly classified papers

Papers per year

Papers

Hypergraph-Based Multi-View Multi-Label Classification via Adaptive High-Order Semantic Fusion AAAI 2026

Adaptive Initial Residual Connections for GNNs with Theoretical Guarantees AAAI 2026

Learning to Rank: How GNNs Solve Max-Clique and Sparse PCA AAAI 2026

Structures Meet Semantics: Multimodal Fusion via Graph Contrastive Learning AAAI 2026

Learning to Explore: Policy-Guided Outlier Synthesis for Graph Out-of-Distribution Detection AAAI 2026

U2B: Scale-unbiased Representation Converter for Graph Classification with Imbalanced and Balanced Scale Distributions AAAI 2026

Anchor-Driven Nyström for Deep Graph-Level Clustering AAAI 2026

Adaptive Riemannian Graph Neural Networks AAAI 2026

Nested Graph Pseudo-Label Refinement for Noisy Label Domain Adaptation Learning AAAI 2026

Unlocking Multi-Modal Potentials for Link Prediction on Dynamic Text-Attributed Graphs AAAI 2026

SSHPool: The Separated Subgraph-based Hierarchical Pooling AAAI 2026

Structure-Enhanced Adapter for Self-Supervised Heterogeneous Graph Learning AAAI 2026

PEGNet: A Physics-Embedded Graph Network for Long-Term Stable Multiphysics Simulation AAAI 2026

Enhancing Logical Expressiveness in Graph Neural Networks via Path-Neighbor Aggregation AAAI 2026

FairGC: Fostering Individual and Group Fairness for Deep Graph Clustering AAAI 2026

MultiKD: Backdoor Defense in Federated Graph Learning via Attention-Guided Multi-Teacher Distillation AAAI 2026

Adaptive Graph Attention Based Discrete Hashing for Incomplete Cross-modal Retrieval AAAI 2026

Multi-knowledge Enhanced Graph Neural Network for Multi-trait Essay Scoring AAAI 2026

Pareto-Based Heterogeneous Knowledge Distillation for MLPs on Graphs AAAI 2026

DGTF: Cross-Domain Decentralized Graph Learning with Topology-Aware Knowledge Fusion AAAI 2026

Inter-Client Dependency Recovery with Hidden Global Components for Federated Traffic Prediction AAAI 2026

HC2-GNN: Hierarchical Graph Representation Learning for Efficient Text Classification AAAI 2026

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

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

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