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Graph Neural Networks

4495 directly classified papers

Papers per year

Papers

NoiseHGNN: Synthesized Similarity Graph-Based Neural Network for Noised Heterogeneous Graph Representation Learning AAAI 2025
HeterGP: Bridging Heterogeneity in Graph Neural Networks with Multi-View Prompting AAAI 2025
Why Does Dropping Edges Usually Outperform Adding Edges in Graph Contrastive Learning? AAAI 2025
GIIFT: Graph-guided Inductive Image-free Multimodal Machine Translation EMNLP 2025
Graph Structure Refinement with Energy-based Contrastive Learning AAAI 2025
GraSP: Simple Yet Effective Graph Similarity Predictions AAAI 2025
DG-Mamba: Robust and Efficient Dynamic Graph Structure Learning with Selective State Space Models AAAI 2025
Multi-modal Topology-embedded Graph Learning for Spatially Resolved Genes Prediction from Pathology Images with Prior Gene Similarity Information CVPR 2025
Domain Adaptive Unfolded Graph Neural Networks AAAI 2025
Graph-Embedded Structure-Aware Perceptual Hashing for Neural Network Protection and Piracy Detection CVPR 2025
Unlocking the Potential of Black-box Pre-trained GNNs for Graph Few-shot Learning AAAI 2025
Social Recommendation via Graph-Level Counterfactual Augmentation AAAI 2025
Learning More Expressive General Policies for Classical Planning Domains AAAI 2025
Physics-Guided Fair Graph Sampling for Water Temperature Prediction in River Networks AAAI 2025
State Encodings for GNN-Based Lifted Planners AAAI 2025
Towards Global-Topology Relation Graph for Inductive Knowledge Graph Completion AAAI 2025
Learn2Aggregate: Supervised Generation of Chvatal-Gomory Cuts Using Graph Neural Networks AAAI 2025
Learning Production Functions for Supply Chains with Graph Neural Networks AAAI 2025
Dynamics-Based Feature Augmentation of Graph Neural Networks for Variant Emergence Prediction AAAI 2025
Seeing Beyond Noise: Joint Graph Structure Evaluation and Denoising for Multimodal Recommendation AAAI 2025
Fair Graph U-Net: A Fair Graph Learning Framework Integrating Group and Individual Awareness AAAI 2025
NAAM: Node-Aware Attention Mechanism for Distilling GNNs-to-MLP (Student Abstract) AAAI 2025
Federated Voxel Scene Graph for Intracranial Hemorrhage WACV 2025
Destroy and Repair Using Hyper-Graphs for Routing AAAI 2025
TabGLM: Tabular Graph Language Model for Learning Transferable Representations Through Multi-Modal Consistency Minimization AAAI 2025