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Graph Neural Networks

4,495 papers

Papers per year

Papers

Long-term Spatio-Temporal Forecasting via Dynamic Multiple-Graph Attention IJCAI 2022
Beyond Homophily: Structure-aware Path Aggregation Graph Neural Network IJCAI 2022
FAITH: Few-Shot Graph Classification with Hierarchical Task Graphs IJCAI 2022
Ensemble Multi-Relational Graph Neural Networks IJCAI 2022
Multi-Graph Fusion Networks for Urban Region Embedding IJCAI 2022
Dynamic Graph Learning Based on Hierarchical Memory for Origin-Destination Demand Prediction IJCAI 2022
Spiking Graph Convolutional Networks IJCAI 2022
Proximity Enhanced Graph Neural Networks with Channel Contrast IJCAI 2022
Simple and Effective Relation-based Embedding Propagation for Knowledge Representation Learning IJCAI 2022
Rethinking the Promotion Brought by Contrastive Learning to Semi-Supervised Node Classification IJCAI 2022
Geometric Transformer for End-to-End Molecule Properties Prediction IJCAI 2022
Multi-Vector Embedding on Networks with Taxonomies IJCAI 2022
Multi-view Unsupervised Graph Representation Learning IJCAI 2022
Bootstrapping Informative Graph Augmentation via A Meta Learning Approach IJCAI 2022
Attributed Graph Clustering with Dual Redundancy Reduction IJCAI 2022
Learning Continuous Graph Structure with Bilevel Programming for Graph Neural Networks IJCAI 2022
DyGRAIN: An Incremental Learning Framework for Dynamic Graphs IJCAI 2022
SGAT: Simplicial Graph Attention Network IJCAI 2022
Cross-modal Representation Learning and Relation Reasoning for Bidirectional Adaptive Manipulation IJCAI 2022
Rethinking the Setting of Semi-supervised Learning on Graphs IJCAI 2022
Recipe2Vec: Multi-modal Recipe Representation Learning with Graph Neural Networks IJCAI 2022
Initializing Then Refining: A Simple Graph Attribute Imputation Network IJCAI 2022
A Simple yet Effective Method for Graph Classification IJCAI 2022
Stabilizing and Enhancing Link Prediction through Deepened Graph Auto-Encoders IJCAI 2022
Information Augmentation for Few-shot Node Classification IJCAI 2022