Beamforming Sum-Rate Maximization on Rayleigh fading realizations (M=8, K=4, Pmax=1, sigma^2=0.1) (test)
14.81Sum-Rate (bits/s/Hz)PGD (200-it)
Evaluation Results
| Method | Links | |
|---|---|---|
| PGD (200-it)training-size independent=true, Iterations=2002026.03 | 14.81 | |
| Auto-PGDTraining set size (N)=10^3, Number of unrolled layers=52026.03 | 14.63 | |
| Auto-PGDTraining set size (N)=10^2, Number of unrolled layers=52026.03 | 14.49 | |
| Auto-PGDTraining set size (N)=10^4, Number of unrolled layers=52026.03 | 13.49 | |
| ZFtraining-size independent=true2026.03 | 13.33 | |
| PGD-NetTraining set size (N)=10^2, Number of unrolled layers=102026.03 | 13.28 | |
| PGD-NetTraining set size (N)=10^3, Number of unrolled layers=102026.03 | 12.74 | |
| Auto-PGDTraining set size (N)=5 × 10^4, Number of unrolled layers=52026.03 | 11.87 | |
| PGD-NetTraining set size (N)=10^4, Number of unrolled layers=102026.03 | 11.83 | |
| PGD-NetTraining set size (N)=5 × 10^4, Number of unrolled layers=102026.03 | 11.64 | |
| LISTATraining set size (N)=5 × 10^42026.03 | 6.98 | |
| LISTATraining set size (N)=10^32026.03 | 6.46 | |
| MLPTraining set size (N)=5 × 10^42026.03 | 6.43 | |
| LISTATraining set size (N)=10^42026.03 | 6.14 | |
| MLPTraining set size (N)=10^42026.03 | 4.49 | |
| MLPTraining set size (N)=10^32026.03 | 2.72 | |
| LISTATraining set size (N)=10^22026.03 | 2.14 | |
| MLPTraining set size (N)=10^22026.03 | 1.58 |