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1. gdmnl/Spectral-GNN-Benchmark gdmnl/Spectral-GNN-Benchmark Public

   A PyG-based package of spectral GNNs with benchmark evaluations (SIGMOD 2026).

   Jupyter Notebook 18 3

2. gdmnl/Unifews gdmnl/Unifews Public

   The original code for ICML 2025 paper "Unifews: You Need Fewer Operations for Efficient Graph Neural Networks"

   Python 2

3. gdmnl/HubGT gdmnl/HubGT Public

   The original code for: HubGT: Scalable Graph Transformer with Decoupled Hierarchy Labeling

   Python 1

4. gdmnl/LD2 gdmnl/LD2 Public

   The origianl code for "LD2: Scalable Heterophilous Graph Neural Network with Decoupled Embeddings", NeurIPS 2023

   Python 6

5. gdmnl/SCARA-PPR gdmnl/SCARA-PPR Public

   The original code for SCARA: Scalable Graph Neural Networks with Feature-Oriented Optimization (VLDB 2022) and Scalable Decoupling Graph Neural Networks with Feature-Oriented Optimization (VLDBJ 2023)

   C++ 13