Model Compression on Auto MPG (Performance, Model Size)
69.1PerformanceForestPrune
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ForestPruneMemory Budget=100KB2026.05 | 69.1 | 100 | |
| GBMCompression=None2026.05 | 65.8 | 0.5 | |
| FIREMemory Budget=10KB2026.05 | 61.8 | 10 | |
| FIREMemory Budget=100KB2026.05 | 61.8 | 100 | |
| ForestPruneMemory Budget=10KB2026.05 | 60.2 | 10 | |
| LOPMemory Budget=10KB2026.05 | 58 | 10 | |
| LOPMemory Budget=100KB2026.05 | 58 | 100 | |
| SCATEMemory Budget=100KB2026.05 | 47.8 | 100 | |
| SCATEMemory Budget=10KB2026.05 | 43.9 | 10 | |
| TreeExtractMemory Budget=10KB2026.05 | 37.9 | 10 | |
| TreeExtractMemory Budget=100KB2026.05 | 37.9 | 100 | |
| FP-SCATEMemory Budget=100KB2026.05 | 21.1 | 100 | |
| FP-SCATEMemory Budget=10KB2026.05 | 13.2 | 10 |