CGT, or Convolutional Graph Transformer, stands out a powerful approach for analyzing temporal data. It leverages the strengths of both convolutional networks and graph representations to capture intricate relationships and dependencies within sequential information. At its core, CGT utilizes a unique strategy known as temporal encoding to embed ti