| Equivariance Everywhere All At Once: A Recipe for Graph Foundation Models | Jun 17, 2025 | AllNode Classification | CodeCode Available | 1 |
| Mixture of Experts Meets Decoupled Message Passing: Towards General and Adaptive Node Classification | Dec 11, 2024 | Computational Efficiency | CodeCode Available | 0 |
| Classic GNNs are Strong Baselines: Reassessing GNNs for Node Classification | Jun 13, 2024 | Node ClassificationNode Property Prediction | CodeCode Available | 2 |
| Efficient Heterogeneous Graph Learning via Random Projection | Oct 23, 2023 | Graph LearningGraph Neural Network | CodeCode Available | 1 |
| Higher-order Graph Convolutional Network with Flower-Petals Laplacians on Simplicial Complexes | Sep 22, 2023 | Node ClassificationNode Property Prediction | CodeCode Available | 1 |
| Long-range Meta-path Search on Large-scale Heterogeneous Graphs | Jul 17, 2023 | Node ClassificationNode Property Prediction | CodeCode Available | 1 |
| Temporal Graph Benchmark for Machine Learning on Temporal Graphs | Jul 3, 2023 | Node Property PredictionProperty Prediction | CodeCode Available | 2 |
| SGFormer: Simplifying and Empowering Transformers for Large-Graph Representations | Jun 19, 2023 | Node Property PredictionPhilosophy | CodeCode Available | 2 |
| Harnessing Explanations: LLM-to-LM Interpreter for Enhanced Text-Attributed Graph Representation Learning | May 31, 2023 | Decision MakingGeneral Knowledge | CodeCode Available | 2 |
| Spectral Heterogeneous Graph Convolutions via Positive Noncommutative Polynomials | May 31, 2023 | Graph LearningNode Classification | CodeCode Available | 1 |
| A Comprehensive Study on Large-Scale Graph Training: Benchmarking and Rethinking | Oct 14, 2022 | BenchmarkingGPU | CodeCode Available | 1 |
| Day-Ahead Hourly Solar Irradiance Forecasting Based on Multi-Attributed Spatio-Temporal Graph Convolutional Network | Sep 21, 2022 | Node Property PredictionSolar Irradiance Forecasting | CodeCode Available | 0 |
| GPPT: Graph Pre-training and Prompt Tuning to Generalize Graph Neural Networks | Aug 14, 2022 | Few-Shot LearningNode Classification | CodeCode Available | 1 |
| A Gaze into the Internal Logic of Graph Neural Networks, with Logic | Aug 5, 2022 | Node Property PredictionProperty Prediction | CodeCode Available | 1 |
| Simple and Efficient Heterogeneous Graph Neural Network | Jul 6, 2022 | Graph Neural NetworkHeterogeneous Node Classification | CodeCode Available | 1 |
| Graph Attention Multi-Layer Perceptron | Jun 9, 2022 | Graph AttentionNode Property Prediction | CodeCode Available | 1 |
| Label-Enhanced Graph Neural Network for Semi-supervised Node Classification | May 31, 2022 | Graph Neural NetworkNode Classification | CodeCode Available | 1 |
| When Do Flat Minima Optimizers Work? | Feb 1, 2022 | BenchmarkingGraph Learning | CodeCode Available | 1 |
| Dimensionality Reduction Meets Message Passing for Graph Node Embeddings | Feb 1, 2022 | Dimensionality ReductionNode Classification | CodeCode Available | 0 |
| Decoupling the Depth and Scope of Graph Neural Networks | Jan 19, 2022 | Link PredictionNode Classification | CodeCode Available | 1 |
| SCR: Training Graph Neural Networks with Consistency Regularization | Dec 8, 2021 | Node ClassificationNode Property Prediction | CodeCode Available | 1 |
| Node Feature Extraction by Self-Supervised Multi-scale Neighborhood Prediction | Oct 29, 2021 | Extreme Multi-Label ClassificationLanguage Modelling | CodeCode Available | 0 |
| Graph-less Neural Networks: Teaching Old MLPs New Tricks via Distillation | Oct 17, 2021 | Knowledge DistillationNode Classification | CodeCode Available | 1 |
| Why Propagate Alone? Parallel Use of Labels and Features on Graphs | Oct 14, 2021 | Node Property PredictionProperty Prediction | CodeCode Available | 1 |
| Distilling Self-Knowledge From Contrastive Links to Classify Graph Nodes Without Passing Messages | Jun 16, 2021 | Node ClassificationNode Property Prediction | CodeCode Available | 1 |
