Hardware Efficiency Analysis on KAN Variants HLS Synthesis
1Normalized Area (FP)EfficientKAN
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| EfficientKANActivity model=bitwidth-aware, f_arith=0.75, Quantization=W4A42025.11 | 1 | 0.86 | 0.86 | 1 | 0.45 | 0.45 | 0.32 | |
| PyKANActivity model=bitwidth-aware, f_arith=0.75, Quantization=W4A42025.11 | 1 | 0.85 | 0.85 | 1 | 0.45 | 0.45 | 0.32 | |
| FastKANActivity model=bitwidth-aware, f_arith=0.75, Quantization=W4A42025.11 | 1 | 0.81 | 0.81 | 1 | 0.43 | 0.43 | 0.13 | |
| GRAMLayerActivity model=bitwidth-aware, f_arith=0.75, Quantization=W4A42025.11 | 1 | 0.97 | 0.97 | 1 | 0.37 | 0.37 | 0.24 |