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Graph Neural Networks

4,495 papers

Papers per year

Papers

Personalized Entity Resolution with Dynamic Heterogeneous KnowledgeGraph Representations ACL 2021
Tackling Fake News Detection by Interactively Learning Representations using Graph Neural Networks ACL 2021
CLaC-np at SemEval-2021 Task 8: Dependency DGCNN ACL 2021
UPB at SemEval-2021 Task 1: Combining Deep Learning and Hand-Crafted Features for Lexical Complexity Prediction ACL 2021
An Aligned Subgraph Kernel Based on Discrete-Time Quantum Walk ACML 2021
Quaternion Graph Neural Networks ACML 2021
Dynamic Coordination Graph for Cooperative Multi-Agent Reinforcement Learning ACML 2021
Spatial Temporal Enhanced Contrastive and Pretext Learning for Skeleton-based Action Representation ACML 2021
Neural Graph Filtering for Context-aware Recommendation ACML 2021
Metric Learning for comparison of HMMs using Graph Neural Networks ACML 2021
$K^2$-GNN: Multiple Users’ Comments Integration with Probabilistic K-Hop Knowledge Graph Neural Networks ACML 2021
Perturbing Eigenvalues with Residual Learning in Graph Convolutional Neural Networks ACML 2021
Neural Enhanced Belief Propagation on Factor Graphs AISTATS 2021
Hyperbolic graph embedding with enhanced semi-implicit variational inference. AISTATS 2021
Causal Inference under Networked Interference and Intervention Policy Enhancement AISTATS 2021
Relation-aware Bidirectional Path Reasoning for Commonsense Question Answering CONLL 2021
Learning Graphs for Knowledge Transfer With Limited Labels CVPR 2021
DualGraph: A Graph-Based Method for Reasoning About Label Noise CVPR 2021
SelfSAGCN: Self-Supervised Semantic Alignment for Graph Convolution Network CVPR 2021
ECKPN: Explicit Class Knowledge Propagation Network for Transductive Few-Shot Learning CVPR 2021
Sequential Graph Convolutional Network for Active Learning CVPR 2021
LayoutGMN: Neural Graph Matching for Structural Layout Similarity CVPR 2021
Graph-Based High-Order Relation Discovery for Fine-Grained Recognition CVPR 2021
Learning Asynchronous and Sparse Human-Object Interaction in Videos CVPR 2021
Mutual CRF-GNN for Few-Shot Learning CVPR 2021