| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| DMC6 (Continual) | Normalized Score1.04 | 24 | 3mo ago | ||
| CW10 Continual RL | Success Rate92 | 12 | 3mo ago | ||
| Meta-World MT50 v2 | AMC | AP81.7 | 11 | 1mo ago | |
| CW20 sequence | ClonEx-SAC | Performance87 | 11 | 3mo ago | |
| MiniGrid | TELAPA | Mean SR70.6 | 10 | 1mo ago | |
| Flappy Task 5 | DDQN | Final Transfer Grand Average (F-bar)1.05 | 9 | 12d ago | |
| Flappy Task 4 | Final Transfer Grand Average (F-bar)1.45 | 9 | 12d ago | ||
| Flappy Task 3 | PackNet | Final Transfer Grand Average (F-bar)1.19 | 9 | 12d ago | |
| Flappy Task 5 | DDQN | Worst Transfer Average (W_bar)0.01 | 9 | 12d ago | |
| Flappy Task 4 | Worst Transfer Grand Average (W_bar)0.26 | 9 | 12d ago | ||
| Flappy Task 3 | PackNet | Worst Transfer Average (W_bar)-0.07 | 9 | 12d ago | |
| Flappy Task 2 | Qreg+NWLU | Worst Transfer Grand Average (W_bar)-0.12 | 9 | 12d ago | |
| Flappy Task 1 | Qreg | Worst Transfer Average (W_bar)-0.15 | 9 | 12d ago | |
| Room Task 5 | Qreg | Worst Transfer Average (W-bar)0.01 | 9 | 12d ago | |
| Room Task 4 | Qreg | Worst Transfer Grand Average (W-bar)0.07 | 9 | 12d ago | |
| Room Task 3 | Qreg+NWLU | Worst Transfer Average (W-bar)0.2 | 9 | 12d ago | |
| Room Task 2 | Qreg+NWLU | Worst Transfer Average (W-bar)0.08 | 9 | 12d ago | |
| Room Task 1 | DDQN | Worst Transfer Average (W-bar)-0.01 | 9 | 12d ago | |
| CoinRun Normalized Continual Learning | ARROW | Max Performance1.34 | 9 | 2mo ago | |
| HumanoidBench CRL | SPHERE | Mean Score53 | 7 | 27d ago | |
| Atari-20 | AMC | FT Gain42.7 | 6 | 1mo ago | |
| MinAtar | FAME | Breakout Score14.54 | 6 | 3mo ago | |
| Meta-World average over three sequences | FAME-WD | Average Performance76.7 | 6 | 3mo ago | |
| MuJoCo Locomotion Sequence HalfCheetah, Hopper, Walker2d, Ant v4 | Rand. Smooth-Leaky | IQM38.75 | 5 | 1mo ago | |
| ALE SpaceInvaders v5 | FAME | Average Performance96 | 5 | 3mo ago |
