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| 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 |
