Analog circuit topology discovery on AnalogGenie
95.5ValidityCentralized (no dummy tokens)
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Centralized (no dummy tokens)Training Strategy=Centralized, Dummy Tokens=Excluded2025.07 | 95.5 | 63 | 11 | 98.6 | 0.0406 | 13,744.7 | 3.3 | |
| AnalogFedClient Count=16, Data Distribution=Unbalanced, Training Strategy=Federated2025.07 | 92.4 | 63 | 11 | 95.5 | 0.0508 | 11,105.4 | 3.05 | |
| AnalogFedClient Count=16, Data Distribution=Balanced, Training Strategy=Federated2025.07 | 91.2 | 63 | 11 | 94.4 | 0.0547 | 11,211.3 | 3.1 | |
| AnalogFedClient Count=12, Data Distribution=Balanced, Training Strategy=Federated2025.07 | 85.6 | 63 | 11 | 96.9 | 0.0533 | 10,100.2 | 3.01 | |
| AnalogFedClient Count=12, Data Distribution=Unbalanced, Training Strategy=Federated2025.07 | 85.4 | 63 | 11 | 96.6 | 0.0536 | 10,206.8 | 2.75 | |
| AnalogFedClient Count=9, Data Distribution=Balanced, Training Strategy=Federated2025.07 | 80.7 | 63 | 11 | 93.2 | 0.054 | 10,007.9 | 2.56 | |
| AnalogFedClient Count=6, Data Distribution=Balanced, Training Strategy=Federated2025.07 | 65 | 63 | 11 | 94.2 | 0.0715 | 10,027.4 | 2.35 | |
| AnalogFedClient Count=3, Data Distribution=Balanced, Training Strategy=Federated2025.07 | 55.7 | 63 | 11 | 90.1 | 0.0768 | 7,716.4 | 2.02 |