4-tap DFE parameter optimization on DRAM dataset 8 units (test)
11.7Mean Error (%)Bayesian Opt.
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Bayesian Opt.Time (µs)=842.8, Rel. Time=5.03×2026.03 | 11.7 | 8.4 | 1.87 | |
| Grid SearchTime (µs)=1425.5, Rel. Time=8.52×2026.03 | 13.8 | 11.5 | 1.56 | |
| Genetic Alg.Time (µs)=758.8, Rel. Time=4.53×2026.03 | 14.2 | 10.8 | 2.34 | |
| DDPGTime (µs)=676.9, Rel. Time=4.04×2026.03 | 15.5 | 11.2 | 2.98 | |
| PSOTime (µs)=340.9, Rel. Time=2.04×2026.03 | 19.8 | 15.3 | 2.12 | |
| Q-learningTime (µs)=1177.5, Rel. Time=7.03×2026.03 | 26.1 | 18.7 | 3.45 | |
| Std. Bayesian A2CTime (µs)=162.8, Rel. Time=0.97×2026.03 | 35.2 | 24.1 | 2.87 | |
| Deterministic A2CTime (µs)=158.5, Rel. Time=0.95×2026.03 | 36.8 | 30.9 | 1.89 | |
| DR-IB-A2CTime (µs)=167.4, Rel. Time=1.0×2026.03 | 37.1 | 33.8 | 1.42 |