Resource and Latency Estimation on wa-hls4ml All (test)
0.51R^2 Score (BRAM)GNN
Evaluation Results
| Method | Links | ||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| GNNArchitecture=GNN2025.11 | 0.51 | 0.89 | 0.74 | 0.73 | 0.89 | 0.91 | 19.5 | 15.1 | 11.6 | 11.4 | 15.7 | 13.4 | 48 | 580 | 55,087.6 | 104,945.7 | 227,987.8 | 201,369.9 | |
| TransformerArchitecture=Transformer2025.11 | 0.39 | 0.29 | 0.72 | 0.67 | 0.95 | 0.95 | 14.1 | 10.8 | 2.9 | 2.9 | 10.1 | 14.1 | 53.7 | 1,472.3 | 57,138.2 | 115,943.6 | 147,137.7 | 150,688.4 | |
| MLPArchitecture=MLP2025.11 | 0.32 | 0.03 | 0.2 | 0.49 | 0.54 | 0.56 | 33.9 | 105.7 | 24.9 | 15.5 | 31.8 | 25.8 | 12.5 | 590.4 | 31,897.9 | 40,463.1 | 450,879.5 | 221,524.7 |