Bargaining Allocation on Synthetic NTU
100Information RatioSLSQP Oracle
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SLSQP OracleNote=Requires full frontier knowledge2026.03 | 100 | — | |
| Supervised MLP2026.03 | 100 | 40.1 | |
| Conditional GAN2026.03 | 100 | 39.63 | |
| Projection DDIMGuidance strategy=post-hoc2026.03 | 100 | 50.55 | |
| Guided DDIMt_start=< 12026.03 | 100 | 99.45 | |
| Hard-constraint DDIMt_start=12026.03 | 99.8 | 59.29 | |
| CVAE2026.03 | 98.4 | 33.88 | |
| Unguided DDIMGuidance strategy=no guidance2026.03 | 93.9 | 24.29 |