CGT, or Convolutional Graph Transformer, is a prominent a powerful methodology for processing temporal data. It leverages the strengths of both convolutional networks and graph models to capture intricate relationships and dependencies within sequential information. At its core, CGT utilizes a unique strategy known as temporal encoding to embed tim