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Graph Neural Networks

4495 directly classified papers

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Papers

Multi-Agent Game Abstraction via Graph Attention Neural Network AAAI 2020
Multi-Agent Actor-Critic with Hierarchical Graph Attention Network AAAI 2020
End-to-End Bootstrapping Neural Network for Entity Set Expansion AAAI 2020
Learning Cross-Modal Context Graph for Visual Grounding AAAI 2020
Hypergraph Convolutional Network for Multi-Hop Knowledge Base Question Answering (Student Abstract) AAAI 2020
Reasoning with Heterogeneous Graph Alignment for Video Question Answering AAAI 2020
CFGNN: Cross Flow Graph Neural Networks for Question Answering on Complex Tables AAAI 2020
Transductive Relation-Propagation Network for Few-shot Learning IJCAI 2020
GraphFlow: Exploiting Conversation Flow with Graph Neural Networks for Conversational Machine Comprehension IJCAI 2020
Motif-Preserving Temporal Network Embedding IJCAI 2020
When Do GNNs Work: Understanding and Improving Neighborhood Aggregation IJCAI 2020
HyperCore: Hyperbolic and Co-graph Representation for Automatic ICD Coding ACL 2020
Neural Graph Matching Networks for Chinese Short Text Matching ACL 2020
Toward General Scene Graph: Integration of Visual Semantic Knowledge with Entity Synset Alignment ACL 2020
GNN-FiLM: Graph Neural Networks with Feature-wise Linear Modulation ICML 2020
Efficient Robustness Certificates for Discrete Data: Sparsity-Aware Randomized Smoothing for Graphs, Images and More ICML 2020
Spectral Clustering with Graph Neural Networks for Graph Pooling ICML 2020
Multi-Channel Graph Neural Networks IJCAI 2020
Improving Attention Mechanism in Graph Neural Networks via Cardinality Preservation IJCAI 2020
Constant Curvature Graph Convolutional Networks ICML 2020
Coloring Graph Neural Networks for Node Disambiguation IJCAI 2020
Communicative Representation Learning on Attributed Molecular Graphs IJCAI 2020
Robust Graph Representation Learning via Neural Sparsification ICML 2020
Graph Random Neural Features for Distance-Preserving Graph Representations ICML 2020
Graph Structure of Neural Networks ICML 2020