Table 5 Relative Comparison of Model Complexity and Training Efficiency on PEMS08.

From: STICformer: spatio-temporal intrinsic connections transformer for traffic flow prediction

Model

Parameter Count

Training Efficiency

Inference Efficiency

STAEformer

Moderate

Moderate

Moderate

STID

Slightly Larger

Moderate

Moderate

STICformer

Competitive

Fast

Fast