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Graph Neural Networks

4495 directly classified papers

Papers per year

Papers

HumanRig: Learning Automatic Rigging for Humanoid Character in a Large Scale Dataset CVPR 2025
Mamba-Based Graph Convolutional Networks: Tackling Over-smoothing with Selective State Space IJCAI 2025
Graph-Embedded Structure-Aware Perceptual Hashing for Neural Network Protection and Piracy Detection CVPR 2025
FedBG: Proactively Mitigating Bias in Cross-Domain Graph Federated Learning Using Background Data IJCAI 2025
Graph Mixture of Experts and Memory-augmented Routers for Multivariate Time Series Anomaly Detection AAAI 2025
Going Beyond Consistency: Target-oriented Multi-view Graph Neural Network IJCAI 2025
Towards Global-Topology Relation Graph for Inductive Knowledge Graph Completion AAAI 2025
Leveraging Peer-Informed Label Consistency for Robust Graph Neural Networks with Noisy Labels IJCAI 2025
S²DN: Learning to Denoise Unconvincing Knowledge for Inductive Knowledge Graph Completion AAAI 2025
Uncertainty-guided Graph Contrastive Learning from a Unified Perspective IJCAI 2025
Robust Graph Based Social Recommendation Through Contrastive Multi-View Learning AAAI 2025
Multi-Omics Analysis for Cancer Subtype Inference via Unrolling Graph Smoothness Priors IJCAI 2025
Large Language Model Meets Graph Neural Network in Knowledge Distillation AAAI 2025
Mitigating Over-Smoothing in Graph Neural Networks via Separation Coefficient-Guided Adaptive Graph Structure Adjustment IJCAI 2025
AGMixup: Adaptive Graph Mixup for Semi-supervised Node Classification AAAI 2025
SALE-MLP: Structure Aware Latent Embeddings for GNN to Graph-free MLP Distillation IJCAI 2025
Bridging Molecular Graphs and Large Language Models AAAI 2025
What Can We Learn From MIMO Graph Convolutions? IJCAI 2025
One Node One Model: Featuring the Missing-Half for Graph Clustering AAAI 2025
HGEN: Heterogeneous Graph Ensemble Networks IJCAI 2025
FS-DAG: Few Shot Domain Adapting Graph Networks for Visually Rich Document Understanding COLING 2025
Enhancing Future Link Prediction in Quantum Computing Semantic Networks through LLM-Initiated Node Features COLING 2025
RecStream: Graph-aware Stream Management for Concurrent Recommendation Model Online Serving COLING 2025
Modeling Interactions Between Stocks Using LLM-Enhanced Graphs for Volume Prediction COLING 2025
An Association-based Fusion Method for Speech Enhancement IJCAI 2025