Table 4 Real-time performance... | Emerald Publishing

Table 4

Real-time performance optimization techniques

Technique	Description	Speedup	Accuracy impact
Adaptive Computation	Dynamic depth based on criticality	2.8 ×	−0.3%
Mixed Precision	FP16 strategic, INT8 technical	2.1 ×	−0.5%
Temporal Caching	Reuse strategic/tactical features	1.6 ×	−0.1%
Sparse Attention	Top-k attention in transformer	1.9 ×	−0.4%
Model Quantization	Learned 8-bit quantization	3.2 ×	−0.7%
Combined	All optimizations	8.4 ×	−1.8%

Technique	Description	Speedup	Accuracy impact
Adaptive Computation	Dynamic depth based on criticality	2.8 ×	−0.3%
Mixed Precision	FP16 strategic, INT8 technical	2.1 ×	−0.5%
Temporal Caching	Reuse strategic/tactical features	1.6 ×	−0.1%
Sparse Attention	Top-k attention in transformer	1.9 ×	−0.4%
Model Quantization	Learned 8-bit quantization	3.2 ×	−0.7%
Combined	All optimizations	8.4 ×	−1.8%