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Graph Neural Networks

4,495 papers

Papers per year

Papers

Beyond Low-frequency Information in Graph Convolutional Networks AAAI 2021
Graph Heterogeneous Multi-Relational Recommendation AAAI 2021
Graph Neural Network-Based Anomaly Detection in Multivariate Time Series AAAI 2021
Neural Latent Space Model for Dynamic Networks and Temporal Knowledge Graphs AAAI 2021
Joint Air Quality and Weather Prediction Based on Multi-Adversarial Spatiotemporal Networks AAAI 2021
Knowledge-aware Coupled Graph Neural Network for Social Recommendation AAAI 2021
Spatial-Temporal Fusion Graph Neural Networks for Traffic Flow Forecasting AAAI 2021
GraphMSE: Efficient Meta-path Selection in Semantically Aligned Feature Space for Graph Neural Networks AAAI 2021
Relative and Absolute Location Embedding for Few-Shot Node Classification on Graph AAAI 2021
Learning to Pre-train Graph Neural Networks AAAI 2021
Hyperbolic Variational Graph Neural Network for Modeling Dynamic Graphs AAAI 2021
Inductive Graph Neural Networks for Spatiotemporal Kriging AAAI 2021
Knowledge-Enhanced Hierarchical Graph Transformer Network for Multi-Behavior Recommendation AAAI 2021
Self-Supervised Hypergraph Convolutional Networks for Session-based Recommendation AAAI 2021
Out-of-Town Recommendation with Travel Intention Modeling AAAI 2021
Towards Consumer Loan Fraud Detection: Graph Neural Networks with Role-Constrained Conditional Random Field AAAI 2021
Dynamic Knowledge Graph Alignment AAAI 2021
Rethinking Graph Regularization for Graph Neural Networks AAAI 2021
Why Do Attributes Propagate in Graph Convolutional Neural Networks? AAAI 2021
Interpretable Clustering on Dynamic Graphs with Recurrent Graph Neural Networks AAAI 2021
Coupled Layer-wise Graph Convolution for Transportation Demand Prediction AAAI 2021
Deep Graph-neighbor Coherence Preserving Network for Unsupervised Cross-modal Hashing AAAI 2021
A Graph-based Relevance Matching Model for Ad-hoc Retrieval AAAI 2021
Heterogeneous Graph Structure Learning for Graph Neural Networks AAAI 2021
Overcoming Catastrophic Forgetting in Graph Neural Networks with Experience Replay AAAI 2021