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Siqiang Luo

Benchmarking Spectral Graph Neural Networks: A Comprehensive Study on Effectiveness and Efficiency

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Jun 14, 2024
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Unifews: Unified Entry-Wise Sparsification for Efficient Graph Neural Network

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Mar 20, 2024
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LLM as Prompter: Low-resource Inductive Reasoning on Arbitrary Knowledge Graphs

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Feb 19, 2024
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Learning from Graphs with Heterophily: Progress and Future

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Feb 01, 2024
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Label Propagation for Graph Label Noise

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Oct 25, 2023
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Learning to Optimize LSM-trees: Towards A Reinforcement Learning based Key-Value Store for Dynamic Workloads

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Aug 14, 2023
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River of No Return: Graph Percolation Embeddings for Efficient Knowledge Graph Reasoning

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May 17, 2023
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SIMGA: A Simple and Effective Heterophilous Graph Neural Network with Efficient Global Aggregation

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May 17, 2023
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Distributed Graph Embedding with Information-Oriented Random Walks

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Mar 28, 2023
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SCARA: Scalable Graph Neural Networks with Feature-Oriented Optimization

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Jul 19, 2022
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