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Graph Neural Networks

4,495 papers

Papers per year

Papers

Beyond Homophily: Reconstructing Structure for Graph-agnostic Clustering ICML 2023
All in a Row: Compressed Convolution Networks for Graphs ICML 2023
When Sparsity Meets Contrastive Models: Less Graph Data Can Bring Better Class-Balanced Representations ICML 2023
D2Match: Leveraging Deep Learning and Degeneracy for Subgraph Matching ICML 2023
Multiplex Graph Representation Learning via Common and Private Information Mining AAAI 2023
Expressivity-Preserving GNN Simulation NIPS 2023
VQA-GNN: Reasoning with Multimodal Knowledge via Graph Neural Networks for Visual Question Answering ICCV 2023
Joint Constrained Learning with Boundary-adjusting for Emotion-Cause Pair Extraction ACL 2023
Harnessing Neighborhood Modeling and Asymmetry Preservation for Digraph Representation Learning IJCAI 2023
Constituency Tree Representation for Argument Unit Recognition EMNLP 2023
Detecting Spoilers in Movie Reviews with External Movie Knowledge and User Networks EMNLP 2023
Generic and Dynamic Graph Representation Learning for Crowd Flow Modeling AAAI 2023
A Unification Framework for Euclidean and Hyperbolic Graph Neural Networks IJCAI 2023
GraphSR: A Data Augmentation Algorithm for Imbalanced Node Classification AAAI 2023
GC-Flow: A Graph-Based Flow Network for Effective Clustering ICML 2023
Flaky Performances When Pretraining on Relational Databases (Student Abstract) AAAI 2023
Graph Neural Convection-Diffusion with Heterophily IJCAI 2023
Learning Adaptive Neighborhoods for Graph Neural Networks ICCV 2023
Modeling Structural Similarities between Documents for Coherence Assessment with Graph Convolutional Networks ACL 2023
Augmenting Affective Dependency Graph via Iterative Incongruity Graph Learning for Sarcasm Detection AAAI 2023
Multi-Domain Generalized Graph Meta Learning AAAI 2023
Cosmic Microwave Background Recovery: A Graph-Based Bayesian Convolutional Network Approach AAAI 2023
Evaluating Graph Neural Networks for Link Prediction: Current Pitfalls and New Benchmarking NIPS 2023
FAENet: Frame Averaging Equivariant GNN for Materials Modeling ICML 2023
Dynamic Heterogeneous Graph Attention Neural Architecture Search AAAI 2023