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Graph Neural Networks

4495 directly classified papers

Papers per year

Papers

GET-UP: GEomeTric-Aware Depth Estimation with Radar Points UPsampling WACV 2025
DDS: Decoupled Dynamic Scene-Graph Generation Network WACV 2025
Robust Graph Based Social Recommendation Through Contrastive Multi-View Learning AAAI 2025
Domain Adaptive Unfolded Graph Neural Networks AAAI 2025
Expand Horizon: Graph Out-of-Distribution Generalization via Multi-Level Environment Inference AAAI 2025
BrepGiff: Lightweight Generation of Complex B-rep with 3D GAT Diffusion CVPR 2025
Normalize Then Propagate: Efficient Homophilous Regularization for Few-Shot Semi-Supervised Node Classification AAAI 2025
Injecting Structured Knowledge into LLMs via Graph Neural Networks ACL 2025
UniTR: A Unified Framework for Joint Representation Learning of Trajectories and Road Networks AAAI 2025
ChainHOI: Joint-based Kinematic Chain Modeling for Human-Object Interaction Generation CVPR 2025
Teacher-guided Edge Discriminator for Personalized Graph Masked Autoencoder AAAI 2025
When Witnesses Defend: A Witness Graph Topological Layer for Adversarial Graph Learning AAAI 2025
Tokenphormer: Structure-aware Multi-token Graph Transformer for Node Classification AAAI 2025
Dynamic Spectral Graph Anomaly Detection AAAI 2025
Unveiling the Threat of Fraud Gangs to Graph Neural Networks: Multi-Target Graph Injection Attacks Against GNN-Based Fraud Detectors AAAI 2025
Replacing Paths with Connection-Biased Attention for Knowledge Graph Completion AAAI 2025
Refine then Classify: Robust Graph Neural Networks with Reliable Neighborhood Contrastive Refinement AAAI 2025
BrainMAP: Learning Multiple Activation Pathways in Brain Networks AAAI 2025
LOHA: Direct Graph Spectral Contrastive Learning Between Low-Pass and High-Pass Views AAAI 2025
WatE: A Wasserstein t-distributed Embedding Method for Information-enriched Graph Visualization AAAI 2025
Smoothness Really Matters: A Simple Yet Effective Approach for Unsupervised Graph Domain Adaptation AAAI 2025
Cross-View Graph Consistency Learning for Invariant Graph Representations AAAI 2025
Global Graph Propagation with Hierarchical Information Transfer for Incomplete Contrastive Multi-view Clustering AAAI 2025
Beyond Homophily: Graph Contrastive Learning with Macro-Micro Message Passing AAAI 2025
GLoCIM: Global-view Long Chain Interest Modeling for news recommendation COLING 2025