Offline Reinforcement Learning on hopper medium-replay
113Normalized ScoreProposed
Evaluation Results
| Method | Links | |
|---|---|---|
| ProposedSeeds=52023.10 | 113 | |
| Anti-exploration Method2026.02 | 103.1 | |
| ATACSeeds=52023.10 | 102.5 | |
| Q-ALIGN DT2026.05 | 102.2 | |
| QT2026.05 | 102 | |
| DMG2026.02 | 101.9 | |
| SAC-RND2026.02 | 100.5 | |
| QCS2026.05 | 100.4 | |
| O-DICE2026.02 | 99.9 | |
| GPC-SAC2026.02 | 97.5 | |
| RADT2026.05 | 95.7 | |
| DM2026.05 | 95.4 | |
| IQLSeeds=52023.10 | 94.7 | |
| IQL2026.02 | 94.7 | |
| DC2026.05 | 94.2 | |
| Exp. WeightAlgorithmic Template=One-step2021.06 | 94.1 | |
| LSDT2026.05 | 93.9 | |
| CGDT2026.05 | 93.4 | |
| IQL2026.05 | 92.1 | |
| COMBOSeeds=52023.10 | 89.5 | |
| I-TAPNoise=1.252026.02 | 84.43 | |
| L-MAPNoise=1.252026.02 | 83.99 | |
| DT2026.05 | 82.7 | |
| Easy BCQAlgorithmic Template=One-step2021.06 | 77.3 | |
| I-TAPNoise=3.752026.02 | 75.22 | |
| Rev. KL Reg.Algorithmic Template=One-step2021.06 | 71 | |
| L-MAPNoise=3.752026.02 | 70.06 | |
| DTReward Specification=Step-wise2024.02 | 63.7 | |
| TD3+BC2026.05 | 60.9 | |
| I-TAPNoise=7.52026.02 | 56.96 | |
| QDTReward Specification=Step-wise2024.02 | 52.1 | |
| DTReward Specification=Final Return2024.02 | 50.8 | |
| L-MAPNoise=7.52026.02 | 50.79 | |
| CQLReward Specification=Step-wise2024.02 | 48.6 | |
| Fu et al.Algorithmic Template=Iterative2021.06 | 48.6 | |
| TD3-CVAE2026.02 | 46.7 | |
| TD3+BCSeeds=52023.10 | 44.4 | |
| DTNoise=1.252026.02 | 39.22 | |
| QDTReward Specification=Final Return2024.02 | 38.7 | |
| OptiDICESeeds=52023.10 | 36.4 | |
| CQL2026.02 | 35.9 | |
| BEARSeeds=52023.10 | 33.7 | |
| BCQSeeds=52023.10 | 33.1 | |
| DTNoise=3.752026.02 | 33.03 | |
| CQLSeeds=52023.10 | 32.6 | |
| DTNoise=7.52026.02 | 30.17 | |
| BCAlgorithmic Template=One-step2021.06 | 21.2 | |
| CQLReward Specification=Final Return2024.02 | 7.7 | |
| DVDF-IGDF2025.12 | 7.4 | |
| DVDF-OTDF2025.12 | 5.6 | |
| OTDF2025.12 | 4.6 | |
| IGDF2025.12 | 4.1 | |
| BOSA2025.12 | 3.7 | |
| DARA2025.12 | 3.5 | |
| IQL2025.12 | 2.3 |