Post-synthesis Delay Prediction on RTL Design Dataset (val)
0.1688MAEPM-based Predictor
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| PM-based PredictorKnowledge Distillation=true, Role=Teacher2025.08 | 0.1688 | 3 | 0.9484 | 0.2272 | |
| StructRTLKnowledge Distillation=true2025.08 | 0.2381 | 4 | 0.8872 | 0.3359 | |
| StructRTL (w/o Lmnm)Knowledge Distillation=true, Ablation=without masked node modeling loss2025.08 | 0.2446 | 4 | 0.8796 | 0.347 | |
| StructRTL (w/o Lep)Knowledge Distillation=true, Ablation=without edge prediction loss2025.08 | 0.2568 | 4 | 0.8654 | 0.3669 | |
| Graph-GNNKnowledge Distillation=true, Category=Graph-Based2025.08 | 0.2926 | 5 | 0.8113 | 0.4344 | |
| CodeV-CL-7BKnowledge Distillation=true, Category=LLM-Based2025.08 | 0.3208 | 6 | 0.7696 | 0.48 | |
| CodeV-QW-7BKnowledge Distillation=true, Category=LLM-Based2025.08 | 0.3284 | 6 | 0.7687 | 0.4809 | |
| CodeV-DS-6.7BKnowledge Distillation=true, Category=LLM-Based2025.08 | 0.3787 | 7 | 0.7235 | 0.5258 |