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Graph Neural Networks

4,495 papers

Papers per year

Papers

Restructuring Graph for Higher Homophily via Adaptive Spectral Clustering AAAI 2023
Towards Fine-Grained Explainability for Heterogeneous Graph Neural Network AAAI 2023
Dual Label-Guided Graph Refinement for Multi-View Graph Clustering AAAI 2023
PINAT: A Permutation INvariance Augmented Transformer for NAS Predictor AAAI 2023
Crowd-Level Abnormal Behavior Detection via Multi-Scale Motion Consistency Learning AAAI 2023
Boundary Graph Neural Networks for 3D Simulations AAAI 2023
Multiplex Graph Representation Learning via Common and Private Information Mining AAAI 2023
Inferring Patient Zero on Temporal Networks via Graph Neural Networks AAAI 2023
Neighbor Contrastive Learning on Learnable Graph Augmentation AAAI 2023
Federated Learning on Non-IID Graphs via Structural Knowledge Sharing AAAI 2023
Heterogeneous Graph Masked Autoencoders AAAI 2023
USER: Unsupervised Structural Entropy-Based Robust Graph Neural Network AAAI 2023
Non-IID Transfer Learning on Graphs AAAI 2023
Extracting Low-/High- Frequency Knowledge from Graph Neural Networks and Injecting It into MLPs: An Effective GNN-to-MLP Distillation Framework AAAI 2023
Adversarial Weight Perturbation Improves Generalization in Graph Neural Networks AAAI 2023
Global Concept-Based Interpretability for Graph Neural Networks via Neuron Analysis AAAI 2023
T2G-FORMER: Organizing Tabular Features into Relation Graphs Promotes Heterogeneous Feature Interaction AAAI 2023
WaveForM: Graph Enhanced Wavelet Learning for Long Sequence Forecasting of Multivariate Time Series AAAI 2023
Simple and Efficient Heterogeneous Graph Neural Network AAAI 2023
Cluster-Guided Contrastive Graph Clustering Network AAAI 2023
Random Walk Conformer: Learning Graph Representation from Long and Short Range AAAI 2023
Joint Multimodal Entity-Relation Extraction Based on Edge-Enhanced Graph Alignment Network and Word-Pair Relation Tagging AAAI 2023
Linking Sketch Patches by Learning Synonymous Proximity for Graphic Sketch Representation AAAI 2023
Substructure Aware Graph Neural Networks AAAI 2023
Dynamic Heterogeneous Graph Attention Neural Architecture Search AAAI 2023