Reinforcement Learning Generalization on Procgen 16 games (train)
27.5bigfishEDE
Evaluation results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| EDEsteps=25M, hyperparameters=tuned on bigfish2023.06 | 27.5 | 46.9 | 27.7 | 10.6 | 9.1 | 8.2 | 10.6 | 6.6 | 9 | 2.2 | 10 | 15.9 | 7.2 | 9 | 5.7 | 1.1 | |
| EDEsteps=25M, Hyperparameter Tuning=tuned on bigfish only2023.06 | 27.5 | 46.9 | 27.7 | 10.6 | 9.1 | 8.2 | 10.6 | 6.6 | 9 | 2.2 | 10 | 15.9 | 7.2 | 9 | 5.7 | 1.1 | |
| IDAACsteps=25M, hyperparameters=tuned per-game2023.06 | 21.8 | 38.6 | 29.1 | 10.4 | 8.9 | 24.6 | 6.2 | 9.8 | 8.7 | 7.5 | 10.2 | 4.9 | 4.5 | 8.3 | 6.4 | 11.5 | |
| IDAACsteps=25M, Hyperparameter Tuning=individual games2023.06 | 21.8 | 38.6 | 29.1 | 10.4 | 8.9 | 24.6 | 6.2 | 9.8 | 8.7 | 9 | 7.5 | 10.2 | 4.9 | 4.5 | 8.3 | 6.4 | |
| DAACsteps=25M2023.06 | 20.1 | 38 | 29.7 | 10 | 8.8 | 22.5 | 5.8 | 9.8 | 8.7 | 6.9 | 10 | 5.2 | 5.2 | 8 | 6.6 | 11.3 | |
| DAACsteps=25M2023.06 | 20.1 | 38 | 29.7 | 10 | 8.8 | 22.5 | 5.8 | 9.8 | 6.9 | 10 | 10.2 | 5.2 | 5.2 | 8 | 6.6 | 11.3 | |
| PPGsteps=25M2023.06 | 19.9 | 49.6 | 31.1 | 11.1 | 8.9 | 16.4 | 9.5 | 9.9 | 8.7 | 10.7 | 10.2 | 5.5 | 7.4 | 9.3 | 9 | 11.3 | |
| PPGsteps=25M2023.06 | 19.9 | 49.6 | 31.1 | 11.1 | 8.9 | 16.4 | 9.5 | 9.9 | 8.7 | 10.7 | 10.2 | 5.5 | 7.4 | 9.3 | 9 | 11.3 | |
| MixRegsteps=25M2023.06 | 15 | 28.7 | 29.9 | 7.9 | 8.2 | 6.2 | 6.2 | 9.5 | 8.5 | 3.6 | 7.5 | 9.1 | 4.4 | 3.2 | 8.7 | 8.9 | |
| MixRegsteps=25M2023.06 | 15 | 28.7 | 29.9 | 7.9 | 8.2 | 6.2 | 6.2 | 9.5 | 8.5 | 3.4 | 7.5 | 5.1 | 3.2 | 5.5 | 8.7 | 8.9 | |
| UCB-DRACsteps=25M2023.06 | 12.8 | 33.1 | 29.3 | 8.1 | 8 | 10.2 | 5.8 | 9.4 | 8.2 | 7 | 8.6 | 7.3 | 6.2 | 5 | 8.5 | 12 | |
| UCB-DRACsteps=25M2023.06 | 12.8 | 33.1 | 29.3 | 8.1 | 8 | 10.2 | 5.8 | 9.4 | 8.2 | 7 | 8.6 | 7.3 | 7.3 | 5 | 8.5 | 12 | |
| PPOsteps=25M2023.06 | 9.2 | 29 | 28.8 | 8 | 7.3 | 6.1 | 6.7 | 9.4 | 8.3 | 4.1 | 6.9 | 5.3 | 7.1 | 5.5 | 9.1 | 11.7 | |
| PPOsteps=25M2023.06 | 9.2 | 29 | 28.8 | 8 | 7.3 | 6.1 | 6.7 | 9.4 | 8.3 | 4.1 | 6.9 | 5.3 | 7.1 | 5.5 | 9.1 | 11.7 | |
| PLRsteps=25M2023.06 | 7.8 | 2.6 | 15.9 | 8.7 | 5.4 | 4.1 | 6.4 | 5.4 | 8.5 | 3.6 | 6.3 | 2 | 1.2 | 6.4 | 4.1 | 9.7 | |
| PLRsteps=25M2023.06 | 7.8 | 2.6 | 15.9 | 8.7 | 5.4 | 4.1 | 6.4 | 5.4 | 6.3 | 6.2 | 4.4 | 2 | 1.2 | 6.4 | 4.1 | 9.7 |