Visual Reinforcement Learning on Atari 10
2,408Assault ScoreResWM
Evaluation Results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ResWM2026.03 | 2,408 | 3,928 | 674 | 4,752 | 5,431 | 3,528 | 10,486 | 5,426 | 927 | 4,076 | 96 | 46 | |
| ResAct2026.03 | 2,164 | 3,524 | 653 | 4,203 | 5,082 | 3,362 | 9,273 | 4,826 | 874 | 4,168 | 86 | 43 | |
| TACO2026.03 | 1,963 | 2,542 | 723 | 3,457 | 4,726 | 2,962 | 9,657 | 3,876 | 892 | 3,726 | 76 | 40 | |
| DeepRAD2026.03 | 1,824 | 2,936 | 642 | 2,896 | 4,673 | 3,436 | 8,567 | 4,236 | 842 | 3,845 | 71 | 43 | |
| MaDi2026.03 | 1,427 | 2,172 | 567 | 2,537 | 4,386 | 2,136 | 7,963 | 3,126 | 795 | 2,496 | 48 | 30 | |
| DeepMDP2026.03 | 1,264 | 1,996 | 542 | 2,467 | 3,526 | 1,628 | 7,456 | 2,743 | 673 | 2,038 | 38 | 24 | |
| CURL2026.03 | 967 | 1,824 | 397 | 2,043 | 3,721 | 1,579 | 6,734 | 2,936 | 542 | 1,936 | 28 | 21 | |
| Flare2026.03 | 846 | 1,462 | 452 | 1,876 | 3,246 | 463 | 5,986 | 1,673 | 632 | 1,624 | 19 | 14 | |
| Human2026.03 | 742 | 16,926.5 | 2,630.4 | 3,800 | 12,017 | 7,387.8 | 8,049 | 7,242.6 | 1,668.7 | 5,229.2 | 100 | 100 | |
| Random2026.03 | 222.4 | 363.9 | 123.7 | 0 | 2,090.9 | 811 | 2,292.3 | 761.4 | 148 | 3,568 | 0 | 0 |