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node classification

482 papers

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Co-occurring keywords

graph neural network (3962) link prediction (624) semi-supervised learning (2341) representation learning (6206) graph classification (212) graph representation learning (246) message passing (579) graph representation (360) graph convolutional network (658) network embedding (111)

Papers

Robust Node Classification on Graph Data with Graph and Label Noise AAAI 2024
ASWT-SGNN: Adaptive Spectral Wavelet Transform-Based Self-Supervised Graph Neural Network AAAI 2024
NoisyGL: A Comprehensive Benchmark for Graph Neural Networks under Label Noise NIPS 2024
Hypergraph Neural Architecture Search AAAI 2024
Curriculum-Enhanced Residual Soft An-Isotropic Normalization for Over-Smoothness in Deep GNNs AAAI 2024
Improving Graph Networks Through Selection-Based Convolution WACV 2024
STAGE: Simplified Text-Attributed Graph Embeddings using Pre-trained LLMs ACL 2024
HyperBERT: Mixing Hypergraph-Aware Layers with Language Models for Node Classification on Text-Attributed Hypergraphs EMNLP 2024
Towards Robust Graph Incremental Learning on Evolving Graphs ICML 2023
RGE: A Repulsive Graph Rectification for Node Classification via Influence ICML 2023
Adversarial Weight Perturbation Improves Generalization in Graph Neural Networks AAAI 2023
GraphCleaner: Detecting Mislabelled Samples in Popular Graph Learning Benchmarks ICML 2023
Random Walk Conformer: Learning Graph Representation from Long and Short Range AAAI 2023
A Neural Collapse Perspective on Feature Evolution in Graph Neural Networks NIPS 2023
Beyond Graph Convolutional Network: An Interpretable Regularizer-Centered Optimization Framework AAAI 2023
GADBench: Revisiting and Benchmarking Supervised Graph Anomaly Detection NIPS 2023
Temporal Graph Benchmark for Machine Learning on Temporal Graphs NIPS 2023
Signed Laplacian Graph Neural Networks AAAI 2023
Graph Ordering Attention Networks AAAI 2023
Neighbor Contrastive Learning on Learnable Graph Augmentation AAAI 2023
Characterizing Graph Datasets for Node Classification: Homophily-Heterophily Dichotomy and Beyond NIPS 2023
I’m Me, We’re Us, and I’m Us: Tri-directional Contrastive Learning on Hypergraphs AAAI 2023
MA-GCL: Model Augmentation Tricks for Graph Contrastive Learning AAAI 2023
Easy Begun Is Half Done: Spatial-Temporal Graph Modeling with ST-Curriculum Dropout AAAI 2023
On Generalized Degree Fairness in Graph Neural Networks AAAI 2023