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Graph Neural Networks

1127 directly classified papers

Papers per year

Papers

SSEGCN: Syntactic and Semantic Enhanced Graph Convolutional Network for Aspect-based Sentiment Analysis NAACL 2022
Joint Learning-based Heterogeneous Graph Attention Network for Timeline Summarization NAACL 2022
Learning to Borrow– Relation Representation for Without-Mention Entity-Pairs for Knowledge Graph Completion NAACL 2022
Generic and Trend-aware Curriculum Learning for Relation Extraction NAACL 2022
Multi-Relational Graph Transformer for Automatic Short Answer Grading NAACL 2022
EmRel: Joint Representation of Entities and Embedded Relations for Multi-triple Extraction NAACL 2022
PRNet: Point-Range Fusion Network for Real-Time LiDAR Semantic Segmentation IJCAI 2022
RGL: A Simple yet Effective Relation Graph Augmented Prompt-based Tuning Approach for Few-Shot Learning NAACL 2022
Sharing Parameter by Conjugation for Knowledge Graph Embeddings in Complex Space COLING 2022
CorefDiffs: Co-referential and Differential Knowledge Flow in Document Grounded Conversations COLING 2022
Biological Instance Segmentation with a Superpixel-Guided Graph IJCAI 2022
Simple Unsupervised Graph Representation Learning AAAI 2022
Graph Convolutional Networks with Dual Message Passing for Subgraph Isomorphism Counting and Matching AAAI 2022
On the Use of Unrealistic Predictions in Hundreds of Papers Evaluating Graph Representations AAAI 2022
Hypergraph Structure Learning for Hypergraph Neural Networks IJCAI 2022
Disentangling the Computational Complexity of Network Untangling IJCAI 2022
Dist2Cycle: A Simplicial Neural Network for Homology Localization AAAI 2022
MERIT: Learning Multi-level Representations on Temporal Graphs IJCAI 2022
Adaptive Kernel Graph Neural Network AAAI 2022
A Sparse-Motif Ensemble Graph Convolutional Network against Over-smoothing IJCAI 2022
RAW-GNN: RAndom Walk Aggregation based Graph Neural Network IJCAI 2022
Beyond Homophily: Structure-aware Path Aggregation Graph Neural Network IJCAI 2022
Ensemble Multi-Relational Graph Neural Networks IJCAI 2022
Spiking Graph Convolutional Networks IJCAI 2022
Data-Free Adversarial Knowledge Distillation for Graph Neural Networks IJCAI 2022