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Graph Neural Networks

4495 directly classified papers

Papers per year

Papers

PAGPL: Privacy-Aware Graph Prompt Learning Scheme via Adaptive Perturbation-Estimated Topology Recovery AAAI 2026

Cooperative Graph Transformer with Structural Consensus for Multi-View Learning AAAI 2026

Multi-Granular Graph Learning with Fine-Grained Behavioral Pattern Awareness for Session-Based Recommendation AAAI 2026

High-Pass Matters: Theoretical Insights and Sheaflet-Based Design for Hypergraph Neural Networks AAAI 2026

Self-Supervised Hypergraph Learning with Substructure Awareness for Hyperedge Prediction AAAI 2026

HyperAim: Hypergraph Contrastive Learning with Adaptive Multi-frequency Filters AAAI 2026

Heterophily-aware Contrastive Learning for Heterophilic Hypergraphs AAAI 2026

Permutation Equivariant Framelet-based Hypergraph Neural Networks AAAI 2026

PAGE: A Unified Approach for Federated Graph Unlearning AAAI 2026

Spiking Heterogeneous Graph Attention Networks AAAI 2026

Edge Self-Adversarial Augmentation Enhances Graph Contrastive Learning Against Neighborhood Inconsistency AAAI 2026

Conditional Distribution Learning for Graph Classification AAAI 2026

Generating In-Distribution Counterfactual Explanation for Graph Neural Networks AAAI 2026

Connectivity-Guided Sparsification of 2-FWL GNNs: Preserving Full Expressivity with Improved Efficiency AAAI 2026

Combining LLM Semantic Reasoning with GNN Structural Modeling for Multi-View Multi-Label Feature Selection AAAI 2026

Are Graph Transformers Necessary? Efficient Long-Range Message Passing with Fractal Nodes in MPNNs AAAI 2026

Sheaf Graph Neural Networks via PAC-Bayes Spectral Optimization AAAI 2026

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