Table 5 Model computational efficiency comparative analysis.

From: CDMRNet: multimodal meta-adaptive reasoning network with dynamic causal modeling and co-evolution of quantum states

Model

Training time (h)

Inference delay (ms)

Number of parameters (M)

Metallath

36

45

88

CausalBERT

40

65

110.2

QRNN

48

76

95.7

DeepSeek-R1:7B

15

30

320

CLIP-ViL

42

74

105

UNITER

24

59

97

CDMRNet

8

29

82.0