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Hardware Efficiency Analysis on KAN Variants HLS Synthesis
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1
Normalized Area (FP)
EfficientKAN
0.95
0.975
1
1.025
Nov 24, 2025
Normalized Area (FP)
Normalized Area (W4)
Area Ratio
Normalized Power Consumption (FP)
Normalized Power Consumption (W4)
Power Ratio
Energy Ratio
Updated 1mo ago
Evaluation Results
Method
Method
Links
Normalized Area (FP)
Normalized Area (W4)
Area Ratio
Normalized Power Consumption (FP)
Normalized Power Consumption (W4)
Power Ratio
Energy Ratio
EfficientKAN
Activity model=bitwidt...
2025.11
1
0.86
0.86
1
0.45
0.45
0.32
PyKAN
Activity model=bitwidt...
2025.11
1
0.85
0.85
1
0.45
0.45
0.32
FastKAN
Activity model=bitwidt...
2025.11
1
0.81
0.81
1
0.43
0.43
0.13
GRAMLayer
Activity model=bitwidt...
2025.11
1
0.97
0.97
1
0.37
0.37
0.24
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