Atari Games
The Atari 2600 Games task (and dataset) involves training an agent to achieve high game scores.
( Image credit: Playing Atari with Deep Reinforcement Learning )
Papers
Showing 21–30 of 625 papers
All datasetsAtari 2600 BreakoutAtari 2600 FreewayAtari 2600 Q*BertAtari 2600 SeaquestAtari 2600 VentureAtari 2600 Space InvadersAtari 2600 FrostbiteAtari 2600 GravitarAtari 2600 PongAtari 2600 Private EyeAtari 2600 Montezuma's RevengeAtari 2600 Alien
Benchmark Results
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | GDI-I3(200M frames) | Score | 864 | — | Unverified |
| 2 | GDI-H3(200M frames) | Score | 864 | — | Unverified |
| 3 | GDI-H3 | Score | 864 | — | Unverified |
| 4 | GDI-I3 | Score | 864 | — | Unverified |
| 5 | Bootstrapped DQN | Score | 855 | — | Unverified |
| 6 | FQF | Score | 854.2 | — | Unverified |
| 7 | R2D2 | Score | 837.7 | — | Unverified |
| 8 | Ape-X | Score | 800.9 | — | Unverified |
| 9 | Agent57 | Score | 790.4 | — | Unverified |
| 10 | IMPALA (deep) | Score | 787.34 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | IQN | Score | 34 | — | Unverified |
| 2 | QR-DQN-1 | Score | 34 | — | Unverified |
| 3 | TRPO-hash | Score | 34 | — | Unverified |
| 4 | NoisyNet-Dueling | Score | 34 | — | Unverified |
| 5 | GDI-H3 | Score | 34 | — | Unverified |
| 6 | GDI-H3(200M frames) | Score | 34 | — | Unverified |
| 7 | GDI-I3 | Score | 34 | — | Unverified |
| 8 | Go-Explore | Score | 34 | — | Unverified |
| 9 | Bootstrapped DQN | Score | 33.9 | — | Unverified |
| 10 | C51 noop | Score | 33.9 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Agent57 | Score | 580,328.14 | — | Unverified |
| 2 | QR-DQN-1 | Score | 572,510 | — | Unverified |
| 3 | R2D2 | Score | 408,850 | — | Unverified |
| 4 | IMPALA (deep) | Score | 351,200.12 | — | Unverified |
| 5 | Ape-X | Score | 302,391.3 | — | Unverified |
| 6 | A2C + SIL | Score | 104,975.6 | — | Unverified |
| 7 | MuZero (Res2 Adam) | Score | 94,906.25 | — | Unverified |
| 8 | DreamerV2 | Score | 94,688 | — | Unverified |
| 9 | MuZero | Score | 72,276 | — | Unverified |
| 10 | DNA | Score | 52,398 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | GDI-H3 | Score | 1,000,000 | — | Unverified |
| 2 | GDI-H3(200M frames) | Score | 1,000,000 | — | Unverified |
| 3 | Agent57 | Score | 999,997.63 | — | Unverified |
| 4 | R2D2 | Score | 999,996.7 | — | Unverified |
| 5 | MuZero | Score | 999,976.52 | — | Unverified |
| 6 | MuZero (Res2 Adam) | Score | 999,659.18 | — | Unverified |
| 7 | GDI-I3 | Score | 943,910 | — | Unverified |
| 8 | Ape-X | Score | 392,952.3 | — | Unverified |
| 9 | C51 noop | Score | 266,434 | — | Unverified |
| 10 | Duel noop | Score | 50,254.2 | — | Unverified |