Game Playing on Yahtzee Full-game 100,000 evaluation games
254.59Mean ScoreDP Optimal
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| DP Optimal2025.12 | 254.59 | — | 68.12 | 33.74 | 48.37 | |
| A2CTraining Budget=1M games2025.12 | 241.78 | 3,230.86 | 24.93 | 34.05 | 36.87 | |
| A2CTraining Budget=250K games2025.12 | 230.38 | 2,503.83 | 11.37 | 31.08 | 27.82 | |
| PPOlambda=0.3, k=4, Training Budget=250K games2025.12 | 230.2 | 2,345.5 | 19.71 | 24.87 | 28.38 | |
| PPOlambda=0.3, k=5, Training Budget=50k games2025.12 | 204.54 | 860.02 | 2.49 | 6.54 | 6.08 | |
| REINFORCEmode=full-game, Training Budget=1M games2025.12 | 203.73 | 1,265.83 | 6.44 | 10.61 | 9.22 | |
| REINFORCEmode=single-turn, Training Budget=500K games2025.12 | 201.48 | 1,366 | 0.89 | 19.63 | 9.34 | |
| REINFORCEmode=full-game, Training Budget=250K games2025.12 | 189.84 | 812.24 | 2.83 | 1.7 | 2.06 |