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  1. A Comprehensive Benchmark on Spectral GNNs: The Impact on Efficiency, Memory, and Effectiveness

    Article • Proceedings of the ACM on Management of Data, September 2025, ACM (Association for Computing Machinery)

    Laks Lakshmanan, V.S., Ningyi Liao

  2. Advances in Designing Scalable Graph Neural Networks: The Perspective of Graph Data Management

    Article • June 2025, ACM (Association for Computing Machinery)

    Ningyi Liao