| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Reinforcement Learning | Atari100k (test) | Alien Score7,127.7 | 23 | |
| Reinforcement Learning | Atari 100K (test) | Mean Score2.791 | 21 | |
| Reinforcement Learning | Atari 57 | Atlantis3,824,506.3 | 21 | |
| Reinforcement Learning | Atari 100k steps (test) | Median HNS0.809 | 20 | |
| Reinforcement Learning | Atari 100k | Alien Score7,127.7 | 18 | |
| Reinforcement Learning | Atari-57 (test) | Median Human Norm Return2,041.12 | 15 | |
| Reinforcement Learning | Atari 2600 | Alien Score7,127.7 | 15 | |
| Reinforcement Learning | Atari 7-game suite ALE (test) | Relative Score4.815 | 13 | |
| Reinforcement Learning | Atari-57 (full) | HWRB22 | 13 | |
| Atari Game Playing | Atari 57 games 200M environment frames | Median Human-Normalized Score1,047 | 11 | |
| Reinforcement Learning | Atari 57 full suite 2600 | Games Above Human Count57 | 11 | |
| Reinforcement Learning | Atari Space Invaders | Mean Episode Return54,500 | 11 | |
| Reinforcement Learning | 55 Atari games | Mean Human-Normalized Score1,160 | 10 | |
| Atari Games Performance | Atari 100k | Mean Score (HNS)1 | 10 | |
| Reinforcement Learning | Atari 10 hard-exploration games (train) | Alien Score124,524.02 | 10 | |
| Reinforcement Learning | Atari 100k steps (overall) | Game Score: Boxing91.6 | 9 | |
| Reinforcement Learning | Atari Human Normalized 40M frames | Mean Return1.25 | 9 | |
| Reinforcement Learning | Atari 57 (ALE) 200M frames sticky actions | Median Human-Normalized Score1,047 | 9 | |
| Reinforcement Learning | Atari 26 100K environment steps | Alien Score7,127.7 | 9 | |
| Reinforcement Learning | Atari 26 Game Subset | Median Score47.5 | 9 | |
| Atari Game Playing | Atari-57 (test) | Alien Score48,076 | 8 | |
| Game Playing | Atari 12 unseen games | AirRaid1,125 | 8 | |
| Offline Imitation Learning | Atari 27 original environments (test) | Alien Return1,222.2 | 8 | |
| Reinforcement Learning | Atari 100k raw (test) | Alien1,173.2 | 7 | |
| Transfer Learning | Atari | Mean Score141 | 7 |