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Graph Neural Networks

4,495 papers

Papers per year

Papers

CNN2Graph: Building Graphs for Image Classification WACV 2023
Degree-based stratification of nodes in Graph Neural Networks ACML 2023
Investigating the Effect of Relative Positional Embeddings on AMR-to-Text Generation with Structural Adapters EACL 2023
SemiGNN-PPI: Self-Ensembling Multi-Graph Neural Network for Efficient and Generalizable Protein–Protein Interaction Prediction IJCAI 2023
Graph-based Polyphonic Multitrack Music Generation IJCAI 2023
Sparse Graph Learning from Spatiotemporal Time Series JMLR 2023
Contrastive learning for supervised graph matching UAI 2023
RoboCook: Long-Horizon Elasto-Plastic Object Manipulation with Diverse Tools CORL 2023
EEG to fMRI Synthesis Benefits from Attentional Graphs of Electrode Relationships MLHC 2023
Scene-Aware Label Graph Learning for Multi-Label Image Classification ICCV 2023
Weisfeiler and Leman go Machine Learning: The Story so far JMLR 2023
K-Truss Based Temporal Graph Convolutional Network for Dynamic Graphs ACML 2023
Improving Graph-Based Text Representations with Character and Word Level N-grams AACL 2022
A Novel Graph Aggregation Method Based on Feature Distribution Around Each Ego-node for Heterophily ACML 2022
Mutual information based Bayesian graph neural network for few-shot learning UAI 2022
Nonparametric exponential family graph embeddings for multiple representation learning UAI 2022
GNN2GNN: Graph neural networks to generate neural networks UAI 2022
Post-OCR Paragraph Recognition by Graph Convolutional Networks WACV 2022
SymNet 2.0: Effectively handling Non-Fluents and Actions in Generalized Neural Policies for RDDL Relational MDPs UAI 2022
Robust Graph Neural Networks via Probabilistic Lipschitz Constraints L4DC 2022
Learning Control Admissibility Models with Graph Neural Networks for Multi-Agent Navigation CORL 2022
How fair is your graph? Exploring fairness concerns in neuroimaging studies MLHC 2022
Single-Shot Dense Active Stereo With Pixel-Wise Phase Estimation Based on Grid-Structure Using CNN and Correspondence Estimation Using GCN WACV 2022
HeterGraphLongSum: Heterogeneous Graph Neural Network with Passage Aggregation for Extractive Long Document Summarization COLING 2022
Graph Self-supervised Learning with Accurate Discrepancy Learning NIPS 2022