SGQuant: Squeezing the Last Bit on Graph Neural Networks with Specialized Quantization

ICTAI, 2020

  • Propose and implement a multi-granularity quantization scheme for Graph Neural Networks (GNNs);
  • SGQuant can effectively reduce the memory overhead of GNNs (e.g., node feature embedding and attentions) during the aggregation and combination.